{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1101\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1101\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1101\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1101\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1101\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#导入库\n",
    "from bokeh.plotting import figure, output_notebook, show\n",
    "output_notebook() #在notebook中显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3a99a2d1-6911-413a-874c-08ab69cfea6a\" data-root-id=\"1102\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"a8b1ecc5-8a56-48d5-8d33-17c49fdb2206\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1111\"}],\"center\":[{\"id\":\"1114\"},{\"id\":\"1118\"}],\"left\":[{\"id\":\"1115\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1136\"}],\"title\":{\"id\":\"1148\"},\"toolbar\":{\"id\":\"1126\"},\"x_range\":{\"id\":\"1103\"},\"x_scale\":{\"id\":\"1107\"},\"y_range\":{\"id\":\"1105\"},\"y_scale\":{\"id\":\"1109\"}},\"id\":\"1102\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1151\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1154\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1125\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1119\"},{\"id\":\"1120\"},{\"id\":\"1121\"},{\"id\":\"1122\"},{\"id\":\"1123\"},{\"id\":\"1124\"}]},\"id\":\"1126\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1135\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1155\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1149\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1134\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"1125\"}},\"id\":\"1121\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"1155\"},\"selection_policy\":{\"id\":\"1154\"}},\"id\":\"1133\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1133\"}},\"id\":\"1137\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1103\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"SaveTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1151\"},\"ticker\":{\"id\":\"1112\"}},\"id\":\"1111\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1107\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1105\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1133\"},\"glyph\":{\"id\":\"1134\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1135\"},\"selection_glyph\":null,\"view\":{\"id\":\"1137\"}},\"id\":\"1136\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1112\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1111\"},\"ticker\":null},\"id\":\"1114\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"ResetTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1148\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"1149\"},\"ticker\":{\"id\":\"1116\"}},\"id\":\"1115\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1116\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1115\"},\"dimension\":1,\"ticker\":null},\"id\":\"1118\",\"type\":\"Grid\"}],\"root_ids\":[\"1102\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"a8b1ecc5-8a56-48d5-8d33-17c49fdb2206\",\"root_ids\":[\"1102\"],\"roots\":{\"1102\":\"3a99a2d1-6911-413a-874c-08ab69cfea6a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1102"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,8,2,4,5]\n",
    "\n",
    "#画布：尺寸\n",
    "p = figure(plot_width = 400, plot_height = 400)\n",
    "p.circle(x,y,size = 20,color = \"navy\",alpha = 0.5)\n",
    "\n",
    "#显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制基本图形\n",
    "## 绘图方法\n",
    "- 基本图元\n",
    "> Bokeh figure()类 基本图元绘制方法，灵活的使用，可以绘制复杂图形，图形可以用不同的基本图元实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 课堂跟练版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"39a20f60-e9f1-43e0-868d-ee52e8eaa7c3\" data-root-id=\"3269\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"2d090938-19c5-4254-b243-5a2008b7dbc1\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"3268\"},{\"id\":\"3266\"}]},\"id\":\"3269\",\"type\":\"Column\"},{\"attributes\":{\"axis\":{\"id\":\"3221\"},\"ticker\":null},\"id\":\"3224\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3264\",\"type\":\"Selection\"},{\"attributes\":{\"toolbar\":{\"id\":\"3267\"},\"toolbar_location\":\"above\"},\"id\":\"3268\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"children\":[[{\"id\":\"3172\"},0,0],[{\"id\":\"3210\"},0,1]]},\"id\":\"3266\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"3233\",\"type\":\"ResetTool\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3207\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3229\"},{\"id\":\"3230\"},{\"id\":\"3231\"},{\"id\":\"3232\"},{\"id\":\"3233\"},{\"id\":\"3234\"}]},\"id\":\"3236\",\"type\":\"Toolbar\"},{\"attributes\":{\"overlay\":{\"id\":\"3197\"}},\"id\":\"3193\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3213\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3255\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3177\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3215\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3222\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"3260\"},\"ticker\":{\"id\":\"3222\"}},\"id\":\"3221\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"3258\"},\"ticker\":{\"id\":\"3226\"}},\"id\":\"3225\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3175\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"3243\"}},\"id\":\"3247\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3254\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"3205\"}},\"id\":\"3209\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3226\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3194\",\"type\":\"SaveTool\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3206\",\"type\":\"AnnularWedge\"},{\"attributes\":{},\"id\":\"3258\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"3251\"},\"ticker\":{\"id\":\"3184\"}},\"id\":\"3183\",\"type\":\"LinearAxis\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"3211\",\"type\":\"Title\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3197\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3219\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3184\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3260\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"3183\"},\"ticker\":null},\"id\":\"3186\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3217\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"3264\"},\"selection_policy\":{\"id\":\"3263\"}},\"id\":\"3243\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3179\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3234\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"3195\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3249\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"3183\"}],\"center\":[{\"id\":\"3186\"},{\"id\":\"3190\"}],\"left\":[{\"id\":\"3187\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"3208\"}],\"title\":{\"id\":\"3173\"},\"toolbar\":{\"id\":\"3198\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"3175\"},\"x_scale\":{\"id\":\"3179\"},\"y_range\":{\"id\":\"3177\"},\"y_scale\":{\"id\":\"3181\"}},\"id\":\"3172\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"3205\"},\"glyph\":{\"id\":\"3206\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3207\"},\"selection_glyph\":null,\"view\":{\"id\":\"3209\"}},\"id\":\"3208\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3191\"},{\"id\":\"3192\"},{\"id\":\"3193\"},{\"id\":\"3194\"},{\"id\":\"3195\"},{\"id\":\"3196\"}]},\"id\":\"3198\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3235\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3196\",\"type\":\"HelpTool\"},{\"attributes\":{\"below\":[{\"id\":\"3221\"}],\"center\":[{\"id\":\"3224\"},{\"id\":\"3228\"}],\"left\":[{\"id\":\"3225\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"3246\"}],\"title\":{\"id\":\"3211\"},\"toolbar\":{\"id\":\"3236\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"3213\"},\"x_scale\":{\"id\":\"3217\"},\"y_range\":{\"id\":\"3215\"},\"y_scale\":{\"id\":\"3219\"}},\"id\":\"3210\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3245\",\"type\":\"Annulus\"},{\"attributes\":{\"formatter\":{\"id\":\"3249\"},\"ticker\":{\"id\":\"3188\"}},\"id\":\"3187\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3251\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3232\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"3187\"},\"dimension\":1,\"ticker\":null},\"id\":\"3190\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3263\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3188\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"3235\"}},\"id\":\"3231\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3244\",\"type\":\"Annulus\"},{\"attributes\":{\"axis\":{\"id\":\"3225\"},\"dimension\":1,\"ticker\":null},\"id\":\"3228\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3229\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3181\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"3255\"},\"selection_policy\":{\"id\":\"3254\"}},\"id\":\"3205\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"toolbars\":[{\"id\":\"3198\"},{\"id\":\"3236\"}],\"tools\":[{\"id\":\"3191\"},{\"id\":\"3192\"},{\"id\":\"3193\"},{\"id\":\"3194\"},{\"id\":\"3195\"},{\"id\":\"3196\"},{\"id\":\"3229\"},{\"id\":\"3230\"},{\"id\":\"3231\"},{\"id\":\"3232\"},{\"id\":\"3233\"},{\"id\":\"3234\"}]},\"id\":\"3267\",\"type\":\"ProxyToolbar\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"3173\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3191\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3230\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3192\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"3243\"},\"glyph\":{\"id\":\"3244\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3245\"},\"selection_glyph\":null,\"view\":{\"id\":\"3247\"}},\"id\":\"3246\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"3269\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"2d090938-19c5-4254-b243-5a2008b7dbc1\",\"root_ids\":[\"3269\"],\"roots\":{\"3269\":\"39a20f60-e9f1-43e0-868d-ee52e8eaa7c3\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3269"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#引入产生矩阵型数据的模块\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "#抛物线\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "#画布列表\n",
    "figures = []\n",
    "\n",
    "# 1. 环状楔\n",
    "#p = figure(title=\"annular_wedge\",plot_width=400,plot_height=400)\n",
    "p = figure(title=\"annular_wedge\")\n",
    "#位置参数、颜色、内环、外环\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",\n",
    "                inner_radius_units=\"screen\", \n",
    "                outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 2. 环状\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",\n",
    "          inner_radius_units=\"screen\", \n",
    "          outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "#显示图形\n",
    "#show(p)\n",
    "\n",
    "#显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=300,plot_height=300))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method arc in module bokeh.plotting.figure:\n",
      "\n",
      "arc(x, y, radius, start_angle, end_angle, direction='anticlock', *, end_angle_units='rad', line_alpha=1.0, line_cap='butt', line_color='black', line_dash=[], line_dash_offset=0, line_join='bevel', line_width=1, name=None, radius_units='data', start_angle_units='rad', tags=[], **kwargs) method of bokeh.plotting.figure.Figure instance\n",
      "    Configure and add :class:`~bokeh.models.glyphs.Arc` glyphs to this Figure.\n",
      "    \n",
      "    Args:\n",
      "        x (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The x-coordinates of the center of the arcs.\n",
      "    \n",
      "        y (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The y-coordinates of the center of the arcs.\n",
      "    \n",
      "        radius (:class:`~bokeh.core.properties.DistanceSpec` ):\n",
      "            Radius of the arc.\n",
      "    \n",
      "        start_angle (:class:`~bokeh.core.properties.AngleSpec` ):\n",
      "            The angles to start the arcs, as measured from the horizontal.\n",
      "    \n",
      "        end_angle (:class:`~bokeh.core.properties.AngleSpec` ):\n",
      "            The angles to end the arcs, as measured from the horizontal.\n",
      "    \n",
      "        direction (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.Direction`  ), optional):\n",
      "            Which direction to stroke between the start and end angles.\n",
      "    \n",
      "            (default: anticlock)\n",
      "    \n",
      "    \n",
      "    Keyword args:\n",
      "        end_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  ), optional):\n",
      "    \n",
      "            (default: rad)\n",
      "    \n",
      "        line_alpha (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line alpha values for the arcs.\n",
      "    \n",
      "            (default: 1.0)\n",
      "    \n",
      "        line_cap (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineCap`  ), optional):\n",
      "            The line cap values for the arcs.\n",
      "    \n",
      "            (default: butt)\n",
      "    \n",
      "        line_color (:class:`~bokeh.core.properties.ColorSpec` , optional):\n",
      "            The line color values for the arcs.\n",
      "    \n",
      "            (default: black)\n",
      "    \n",
      "        line_dash (:class:`~bokeh.core.properties.DashPattern` ):\n",
      "            The line dash values for the arcs.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "        line_dash_offset (:class:`~bokeh.core.properties.Int` ):\n",
      "            The line dash offset values for the arcs.\n",
      "    \n",
      "            (default: 0)\n",
      "    \n",
      "        line_join (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineJoin`  ), optional):\n",
      "            The line join values for the arcs.\n",
      "    \n",
      "            (default: bevel)\n",
      "    \n",
      "        line_width (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line width values for the arcs.\n",
      "    \n",
      "            (default: 1)\n",
      "    \n",
      "        name (:class:`~bokeh.core.properties.String` ):\n",
      "            An arbitrary, user-supplied name for this model.\n",
      "        \n",
      "            This name can be useful when querying the document to retrieve specific\n",
      "            Bokeh models.\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> plot.circle([1,2,3], [4,5,6], name=\"temp\")\n",
      "                >>> plot.select(name=\"temp\")\n",
      "                [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any names\n",
      "                that are provided, nor is the name used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "        radius_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.SpatialUnits`  ), optional):\n",
      "    \n",
      "            (default: data)\n",
      "    \n",
      "        start_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  ), optional):\n",
      "    \n",
      "            (default: rad)\n",
      "    \n",
      "        tags (:class:`~bokeh.core.properties.List` ( :class:`~bokeh.core.properties.Any`  )):\n",
      "            An optional list of arbitrary, user-supplied values to attach to this\n",
      "            model.\n",
      "        \n",
      "            This data can be useful when querying the document to retrieve specific\n",
      "            Bokeh models:\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> r = plot.circle([1,2,3], [4,5,6])\n",
      "                >>> r.tags = [\"foo\", 10]\n",
      "                >>> plot.select(tags=['foo', 10])\n",
      "                [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]\n",
      "        \n",
      "            Or simply a convenient way to attach any necessary metadata to a model\n",
      "            that can be accessed by ``CustomJS`` callbacks, etc.\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any tags\n",
      "                that are provided, nor are the tags used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "    \n",
      "    \n",
      "    Other Parameters:\n",
      "        alpha (float, optional) :\n",
      "            An alias to set all alpha keyword arguments at once. (default: None)\n",
      "    \n",
      "            Alpha values must be between 0 (fully transparent) and 1 (fully opaque).\n",
      "    \n",
      "            Any explicitly set values for ``line_alpha``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "        color (Color, optional) :\n",
      "            An alias to set all color keyword arguments at once. (default: None)\n",
      "    \n",
      "            Acceptable values for colors are described in the `Specifying Colors`_\n",
      "            section of the User's Guide.\n",
      "    \n",
      "            Any explicitly set values for ``line_color``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "            .. _Specifying Colors: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#specifying-colors\n",
      "    \n",
      "        legend_field (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in the Browser`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed *in JavaScript*, at the time time the Bokeh\n",
      "            content is rendered in the browser. If the data is subsequently updated,\n",
      "            the legend will automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in the Browser: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-browser\n",
      "    \n",
      "        legend_group (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in Python`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed in Python, before the Bokeh output is sent to\n",
      "            a browser. If the date is subsequently updated, the legend will *not*\n",
      "            automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in Python: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-python\n",
      "    \n",
      "        legend_label (str, optional) :\n",
      "            Specify that the glyph should produce a single `Basic Legend Label`_ in\n",
      "            the legend. The legend entry is labeled with exactly the text supplied\n",
      "            here.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Basic Legend Label: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#basic-legend-label\n",
      "    \n",
      "        muted (bool, optionall) :\n",
      "            Whether the glyph should be rendered as muted (default: False)\n",
      "    \n",
      "            For this to be useful, an ``muted_glyph`` must be configured on the\n",
      "            returned ``GlyphRender``. This can be done by explicitly creating a\n",
      "            ``Glyph`` to use, or more simply by passing e.g. ``muted_color``, etc.\n",
      "            to this glyph function.\n",
      "    \n",
      "        name (str, optional) :\n",
      "            An optional user-supplied name to attach to the renderer (default: None)\n",
      "    \n",
      "            Bokeh does not use this value in any way, but it may be useful for\n",
      "            searching a Bokeh document to find a specific model.\n",
      "    \n",
      "        source (ColumnDataSource, optional) :\n",
      "            A user-supplied data source. (defatult: None)\n",
      "    \n",
      "            If not supplied, Bokeh will automatically construct an internal\n",
      "            ``ColumnDataSource`` with default column names from the coordinates and\n",
      "            other arguments that were passed-in as literal list or array values.\n",
      "    \n",
      "            If supplied, Bokeh will use the supplied data source to drive the glyph.\n",
      "            In this case, literal list or arrays may not be used for coordinates or\n",
      "            other arguments. Only singular fixed valued (e.g. ``x=10``) or column\n",
      "            names in the data souce (e.g. ``x=\"time\"``) are permitted.\n",
      "    \n",
      "        view (CDSView, optional) :\n",
      "            A view for filtering the data source. (default: None)\n",
      "    \n",
      "        visible (bool, optional) :\n",
      "            Whether the glyph should be rendered. (default: True)\n",
      "    \n",
      "        x_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping x-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        y_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping y-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        level (RenderLevel, optional) :\n",
      "            Specify the render level order for this glyph.\n",
      "    \n",
      "    \n",
      "    \n",
      "    It is also possible to set the color and alpha parameters of extra glyphs for\n",
      "    selection, nonselection, hover, or muted. To do so, add the relevane prefix to\n",
      "    any visual parameter. For example, pass ``nonselection_alpha`` to set the line\n",
      "    and fill alpha for nonselect, or ``hover_fill_alpha`` to set the fill alpha for\n",
      "    hover. See the `Glyphs`_ section od the User's Guide for full details.\n",
      "    \n",
      "    .. _Glyphs: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#glyphs\n",
      "    \n",
      "    Returns:\n",
      "        :class:`~bokeh.models.renderers.GlyphRenderer`\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(p.arc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 老师仓库完整版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"7106de7a-bd26-4049-9127-c786aef889f1\" data-root-id=\"3930\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "  function embed_document(root) {\n",
       "    \n",
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\"attributes\":{\"overlay\":{\"id\":\"3529\"}},\"id\":\"3525\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"3543\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3526\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"3871\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3527\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3599\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3921\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"3865\"},\"ticker\":{\"id\":\"3596\"}},\"id\":\"3595\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"3765\"}},\"id\":\"3769\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3596\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"3867\"},\"ticker\":{\"id\":\"3592\"}},\"id\":\"3591\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3897\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"3595\"},\"dimension\":1,\"ticker\":null},\"id\":\"3598\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"3605\"}},\"id\":\"3601\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3600\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3602\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"3592\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"3930\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"e5bf25b0-7f8d-4e77-ab0e-6d864865a9e8\",\"root_ids\":[\"3930\"],\"roots\":{\"3930\":\"7106de7a-bd26-4049-9127-c786aef889f1\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3930"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#引入产生矩阵型数据的模块\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "#抛物线\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "#画布列表\n",
    "figures = []\n",
    "\n",
    "# 1. 环状楔\n",
    "p = figure(title=\"annular_wedge\")\n",
    "#位置参数、颜色、内环、外环\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 2. 环状\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "#显示一组图形\n",
    "figures.append(p)\n",
    "\n",
    "# 3.弧形\n",
    "p = figure(title=\"arc\")\n",
    "p.arc(x, y,20, 0.6, 4.1,radius_units = \"screen\" , color=\"#BEAED4\",line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "# 4.贝赛尔曲线\n",
    "p = figure(title= \"bezier\")\n",
    "p.bezier(x, y, x+0.2, y, x+0.1, y+0.1,x-0.1, y-0.1,color=\"#8073AC\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 5.圆\n",
    "p = figure(title=\"circle\")\n",
    "p.circle(x, y, radius=0.1, color=\"#3288BD\")\n",
    "figures.append(p)\n",
    "\n",
    "# 6.线性\n",
    "p = figure(title=\"line\")\n",
    "p.line(x, y, color= \"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 7.多线\n",
    "p = figure(title= \"multi_line\")\n",
    "p.multi_line([xpts+xx for xx in x],[ypts+yy for yy in y], color=\"#8073AC\",line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 8.椭圆\n",
    "p = figure(title=\"oval\")\n",
    "p.oval(x,y,15,25, angle=-0.7, color=\"#1D91C0\",width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 9. 色斑\n",
    "p = figure(title=\"patch\" )\n",
    "p.patch(x,y,color=\"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 网格展示\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"35683d59-37b2-4fe0-9f8e-798b9d9e9eea\" data-root-id=\"4611\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"67af103d-315f-4f79-93a3-6c9bc8339ad8\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"4620\"}],\"center\":[{\"id\":\"4623\"},{\"id\":\"4627\"}],\"left\":[{\"id\":\"4624\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"4645\"}],\"title\":{\"id\":\"4858\"},\"toolbar\":{\"id\":\"4635\"},\"x_range\":{\"id\":\"4612\"},\"x_scale\":{\"id\":\"4616\"},\"y_range\":{\"id\":\"4614\"},\"y_scale\":{\"id\":\"4618\"}},\"id\":\"4611\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4618\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"4634\"}},\"id\":\"4630\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4628\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4628\"},{\"id\":\"4629\"},{\"id\":\"4630\"},{\"id\":\"4631\"},{\"id\":\"4632\"},{\"id\":\"4633\"}]},\"id\":\"4635\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"4632\",\"type\":\"ResetTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"4858\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"4631\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"4864\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"4865\"},\"selection_policy\":{\"id\":\"4864\"}},\"id\":\"4642\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4621\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"4620\"},\"ticker\":null},\"id\":\"4623\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"4859\"},\"ticker\":{\"id\":\"4625\"}},\"id\":\"4624\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4643\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4625\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4634\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"4624\"},\"dimension\":1,\"ticker\":null},\"id\":\"4627\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4644\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4861\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"4642\"}},\"id\":\"4646\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4629\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"4642\"},\"glyph\":{\"id\":\"4643\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4644\"},\"selection_glyph\":null,\"view\":{\"id\":\"4646\"}},\"id\":\"4645\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4859\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"4865\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"4612\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"4861\"},\"ticker\":{\"id\":\"4621\"}},\"id\":\"4620\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4614\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4616\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"4633\",\"type\":\"HelpTool\"}],\"root_ids\":[\"4611\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"67af103d-315f-4f79-93a3-6c9bc8339ad8\",\"root_ids\":[\"4611\"],\"roots\":{\"4611\":\"35683d59-37b2-4fe0-9f8e-798b9d9e9eea\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4611"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例1\n",
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,7,2,4,5]\n",
    "# 画布：尺寸\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "# 画图\n",
    "p.scatter(x,y,\n",
    "         size = 20,  # 显示器像素单位\n",
    "         radius=0.1, # 坐标轴单位\n",
    "         marker='circle',color=\"navy\",alpha=0.5)\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 额外参数说明\n",
    "> 1.fill_alpha：填充透明度\n",
    "> 2.line_alpha：轮廓线透明度，默认不透明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"d0060ca1-de4a-4b0e-b5f1-bd113ff443de\" data-root-id=\"4920\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"5248\"},\"selection_policy\":{\"id\":\"5247\"}},\"id\":\"4964\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"4950\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"4934\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"5247\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4923\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"4929\"},\"ticker\":null},\"id\":\"4932\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"4964\"}},\"id\":\"4968\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"4950\"}},\"id\":\"4947\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"5248\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"4942\",\"type\":\"ResetTool\"},{\"attributes\":{\"formatter\":{\"id\":\"5239\"},\"ticker\":{\"id\":\"4934\"}},\"id\":\"4933\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"4948\"}},\"id\":\"4945\",\"type\":\"BoxSelectTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4949\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"4921\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4937\"},{\"id\":\"4938\"},{\"id\":\"4939\"},{\"id\":\"4940\"},{\"id\":\"4941\"},{\"id\":\"4942\"},{\"id\":\"4943\"},{\"id\":\"4944\"},{\"id\":\"4945\"},{\"id\":\"4946\"},{\"id\":\"4947\"}]},\"id\":\"4952\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"5239\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"4944\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null},\"id\":\"4943\",\"type\":\"TapTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4948\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"4964\"},\"glyph\":{\"id\":\"4965\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4966\"},\"selection_glyph\":null,\"view\":{\"id\":\"4968\"}},\"id\":\"4967\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4940\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"4920\"]},\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"81e8e88d-a551-4349-b5d3-21217925bbba\",\"root_ids\":[\"4920\"],\"roots\":{\"4920\":\"d0060ca1-de4a-4b0e-b5f1-bd113ff443de\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4920"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"38ced312-b2a8-4c15-b7d1-4c32adc39ef4\" data-root-id=\"4969\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"E34l4z0DPEAj+lLdDA4zQJySHTs/b/A/E9IB+p6jUEAXHtYKpX9XQCs/+nBjQ05AI0WJmYQqQUCqvx1dKORTQI5dvGDWm1VAKrJFeiagEEDfbjhzI4E6QLnwlLUQskRA+V/oddK4VUCkfDN6QlQ5QDyK4yJbXERADJkleWTDVEDlDb4Dy8FBQLKC9g5cKERAV5pRYQwOWEAC90hyQWYzQHYcGGbO1EdAVKeSlzX+OkCCADyb2DxTQPHIuyIb/lFAzNEmO3/LV0A7uJ5kjjNPQHpo9xmNLStADrpMDbONRkC+w47q7x43QHttUYMdLUtAyy/AAwVKQEAIIvGC2kU1QGKXVtoxYlVAuZKnZy4nVUB2+SPxuclEQO0CBcTNLVRAxPe6vxLRV0DgsQ61z/YwQEku6/wErFhAHqtxIVbtTkCK8pDYJT8OQLZwTVH18VNAcnFksLSCVkDODCKs4dtAQKdWvmBoalZAkBwS6dw9GkD1m8YIqHlTQKkHv1ogekZA14fhqNxiVUBo2NZri/5OQEAI6AKXnVdAD1jLVAJQTkBav7vuVHBGQH13qSCZ2EJAHfSi2XaPUUAnxasnJk9VQGjuhMMqlEFAg8uUx8oWSECnJPwuJXNEQGzPG1VC8EJAreRhExsRQED8etgn8ygzQMmKHv3CDExAl0Q1+yW5RkBLwc86XFFNQM5ff8FI3SxA/Sqcnv04TkBwB/9dHEBRQIKzfbHf6FBACO9d9yvOVEDsOSlRh4FRQPIqNfBLvz5A6Co4bCJfFUDRB6YD8o9BQA5lmjXEnj5A+ducdqWqNkB5au7jmWFXQFMYLq8Bq09Ap6w2pZeoUUAVB31VmV1XQE82fgAfmVZAHVx42E6nOEBP0iNSoXtMQCHfSyL4oEtA54oRCsnOVEAg02xiNmQbQF9LMKuRWFdADqXRkkSvEEA+kdIbRY5TQJMavtnUFVZA+qJDekkMN0CGc277sfk6QO4+LTjVdjBABQuImGk8SUANwdqwAK45QOB5lkpiNDlAFUD2X4zBH0CoVBfDeMBRQF1bh9OmhFRAidabYZw5A0Becluz/a9YQHwkolxKajBAQQ1/tkhRDkDVNfpC8Us8QLxjllgD01BAHK7f7j43RUCYBt2RFyZWQMTVAt8QBghAfdXAlLG5U0D6yEi5zNRCQLi5Y8dA6jxAcgUYGX0S/T9/Y3wi6n1XQAAzqDtb0kxAIDL/EfvD+T93/w62ec0iQMOFxye8wFFAya1vSnwyU0DqJZ5LrbQ7QJ9oL9IQbk1AQtHPO657JUD2sMWNPhZRQBA4jNtUfFBAOP9u89RfQkC+4x+FynJRQMAUbtrtMk1A0Dz6arw+NUCo9n6qgSVTQFSuktM/Z1NAgiRTcLl6V0C4fDzABMpFQHDZrwoJFFJAJui1ciLWTkCtxrCktJFKQBNJbNC9l0FAMsAEhFWpVUCDebXsFe1SQOmwQ4TeS0FACxcNsupfTEA+p6weGVMsQHjG+wmlljdApte8PzEcPUDHLRGY4AVIQEK/uEVw9lBADfdkwehSU0C2jfLhI5VEQJRgg66r91VAmNRYiEVvVUAAIJOlbiBSQClOob38CBBAs1ZlcAzxWEAgkmlQShs0QLPNlfOockdASAZYnoktWEDUmabi+7VUQPjb8m5A/09AoFILX/nSTkDb0w+q8KxGQCl1v9F390FAPjIZtD7yA0Bczd8cvVFNQOaCVEkSCTRARQYp2CMkWECKrDs17iBQQJsSyXuw80dA1Qiwbcc7MED6J1Spzc9LQITQkwJtDTZAMkBdgfpxTEAcAttdP/hIQPaeffFT2VRA+gZOzGhYQkDVwp6fVUAzQD/jrNce8lhAa2G0NWWMSEAx5aOe/JA1QCR9xTb4RTpAsbVf9/QOWEA3sxxdj6RXQHP0B5tDLVNABTi8C+gGWEAIb6KVKTfYP5ujcbijf1BAI9+PoDKCVEDBF8Xzl9RLQMmqbhyAnlhAW6iDvljGLUAXoA6XqhhLQLYuNhLZeElAiNaFf97mVUDDYsel5aRUQDjn4q1cW0tARNazwqMQSkBhzvpOqtswQDV1lIUxdkpA0VIZMRUSOUCGk5Axvic5QLWgG6EJ9gVAi4NS7Ky/SUDFnHzZTu80QC6DNMuCKEpAl6MXZYMCVUCkV0tO7llWQN7+0Bu/WEFA7xW0A1WKV0Bc+gSe6MBTQMmoL1xVOFRA2g0UE5VhUEBEWvp2yPkOQJ/F96KwvVZAhoGF1vyGNEBTcq7eVpVTQOA4nTLw9UVAeUJc8krxTEDCD2XqCQhOQA/o9Ko1WVNAbO9lQxbBJkDvEm04hi0wQOh3z9ssMVVA++HCpCvDV0D5zZNrDXNKQFCFiPY8oShAsG5VFMcDWEA17ScKiTROQL49Gy3FC1VA6yBT1CglN0CBY13+FJpWQDa7pEO1gSxAlRdChpb8NkAsDk5DMIk3QFQuOagl/FJA6YC5veP9BECitWHFeRIbQIf3+lH43TJAWYcvN7CnU0AKEZNwNEhHQGoXGAv3eDlALqMeQMB0UUDS6pmYSAdQQOyHNPtEgVNAHN4wVokHUED2ouUvZWQ9QAQdxRUACklAdfalWK41PkAd7VvP63JEQIxc56hkJlJAq2GgFh58VUD8MtFlxflWQLr8UAW0Dh9AbztzViyJQkDNRzj1Y5NRQMSPoE3oukxATQn3lqQ2SkCt/+7l1jBTQMqdSLDvw1BAaCZIBpoQU0DzW1zD+UBXQCivVkDr/9k/MRCDMqSxV0Aln50tPDBTQKh1HWj4xUNAFLxtToa0R0AUxEuh5TY6QBWVAaYAA1BA8G9nLHZzVUDvke75v29YQDjs3B1qGVhALaGPbyoFUUB0+Ohvg4FMQP7IA5KdhwRAbLhQWA+wIEAGEiHlRQ1HQLLT4KOYNy1ANlcESB3gQkDxNoM6kiwaQFJ7vqz8PzFA/0P9WK1bREAX4O54s94TQA5Js+KSqzdAjhAYPd3gVEAqI1UJltVVQLGOBr3ukFVADN1E6iwQQECsr8WPiK1CQKsv+3hqnTFAHOMDvlUoU0C3E4HXO2ZWQGU3NfwClERAfT5FFXVqWEAe5Nyhtg4/QKx1XG0LFj5ASFM3fy4UR0AWW3HlKRtMQGljA/2RrFJAvSH4L1jeVUAeDcKlHHRRQP9YgA29tCFAG9wttBPpSECgYTmJ1u5FQPVNFjqfFkRAQEbxdC1yQ0BMtOQTaBtYQAzn4AMk60hAWkuOnpgKUECbJe/s0Xo1QMzqYXDrxlVAK2kaGsvuR0ACxI25kkExQIX7BkwVbzBAxgELupozPkD/ABqPCo1VQMVS5HWYo0RAbAFQadjvQEB5/0UOucxGQIJyK+r8v09Aq5q6C5PmQ0CSV7R69NZXQEktJCxIbk1AjArf8YE07j+KsrH1MGxUQAw3hfv/g1RAcot0kcxcLkB1rTtC0XRHQNC9qw2w4C9AqAkpuAu3R0DpL+D0lgJGQBQK482M7UNAEtB7gsd0VUDk2SMYifZOQDrIN7+4Nz1AyskIN+Q7WEATWYChMmNOQBDX4paKrDZATdAVR5wTU0BqLJ7tSnpPQK/kPUKBdjhAWnfQ35ndKUCo/ATLEKNBQPtD5DmfUD9ALjiXjbXTP0BY6KaIBC0lQIfiakgXtlJAIHO9UEjwUkBwR9RBRZZRQOC3tm4unClAmGb4qh6JSEBLRcYPAKxQQFFgi2BS9FVABukv/OQkS0BeUXfLo9YVQKxcFI5nBVVAqyqH9c6AV0CeXNSkA2E+QIBoD9tp+kFA2O5HZxhGWEA8Q9Zlo2U6QAECNqNwZDNApdoXv6nAQECJs8apUQFSQCOEdp/SPU5AvGRKIc9SU0Adye0FT+UgQKZJrQGeMC1AVFuTy/B6LUBc0ZdBfMlWQA+ASNpL+kBAN1NQmL0kWEC+Hny2eqtCQA06a6weXlBAkFbW690oWEC3x/pFzrdTQFbgkt2IoFhAZiA1Dhj+VEBCwGhOgthOQGhXaTJUwldAMOHsA/fqSUBSFxH5hgJNQG1wMenAu1ZAOT/cnW2CPkBl/x4HandWQLWYm4jZBhdAHAmmDyqcVkAN9aRz3UNWQBYwusrnvFNA6e9J89L8UkAzOk7DyfU1QKNR0c4zCUpAVOch4sbxUEDulSLMdAE9QOULBAmRn0xAwI9Oc4xooj9EWV12jRFSQKZi5DFrHlFAbEF2Wc3u+z/5yWptzgpQQMPZGHw7bw5App2x+ha2NkAA1zdTtO1OQA8QszdQ9EZAgP3MGQGGU0BEYzgGI5VLQGtqEPMZ7VBAwmV0dvUhIUAzJ5NTfh8MQHTQgp4KpEVAVQPEMrwoO0B3f9HsA9w0QP8BXAxdoFRAuCZ4Jk/cWEBxfF2vjihSQNrHJ90ygz5AcnnaQC6fUkCBle3+8D9JQNx0UmcJ/yFA03vQBBkkKEBmB3LSzexLQM5LKPLQIk1AEYNDz0xjV0BC/0Tu8t5HQJxJTYXu6k9A7Ou0wtS+WECqXvBEDB1OQKYNCQuhS1RAq4DTg5B3NECe1/K3UnlAQB7d/gujtlNAFdnn3ZYfWEDRl0CCFZlBQEmC13ui0yVAixEgabZxM0CWuvDyZw0SQKeWIFXLVwBA6bUP0oRNN0CkxtPeJSkkQEkpKdOx8T1A8W6xGxaCQ0B8NpBppmRJQGra3fsXtCNAmIFxcphFQkBaNqhT8ttGQDIPAxQeBlhAc16Lu4ClVEBk/Id2Z8ZHQDYVaHFX7VNAIvY1VXDBVECiG/xHCp8uQOoZ483pr1hA7cw3mbmdUECPMDILEYRLQIUJT4mLnjhAEBeYUJ3fL0Bvl5SCH7dDQPEPK9bXFENAuBuvhW9fUUAnK8SJm584QF0hjngq0lFANYN+QSyVUkCWxpnzOJgHQLohUgXpzFRAB1qbB8QOT0B6Ymr5aX1YQDUpphiOWkdAHIHPUYgXWEBrb+4dAnA4QLzI4ggFFlhAEngUzkRmUED8ywxSP4IgQKd9ZvQguVdAIpgMwaqrPkBNvUbJikFFQHFLpxsRfFJASeeteudsVkCkwPAxF8hOQKZsPk9wzxxAk/cV0Tg+AkBBE3kUxtNFQNkyM+cH/EFAelAdr57WR0DALVnEu0wEQAOPUcKXJjhA9lk8qN+YREAO+T6O1ZRIQLtQr3kN6zJAS+ZUeawuWEBkuN5nwldVQDVxYVgYXUpA7UwoYBRlVUD6GYKqCllTQOw7XLD7o1NAr7d4eGmnVECsiQrZ0wFIQASxrHLxZi9AqY2JCFz6VEBC9R6hHB1WQHWdgipVJlFA2B3eV0LbVUBDK/1T6D9YQN3jDOOMQlVAHg/1TiDIU0C91E1GYI9IQGO3s1xZszJAazadlPVqSkDr/rzATD9TQH5qLqftihJAJF7xu2bdOUCkWxOay1pYQNwmlJ4uuklAP0uLmdXQVEAQgkg8f8UXQPtP79V5dztAWz/fEMpsQUAcL82y4ttWQHFOrNGTXkdA2/Pr7MyJTECG3lU45u41QDS0cc2feC5A6pMwcltTJkDDWU6qnQNTQCtiCEBCZU9ASwL7Ak1TREAcJoxTWlpAQPalJnriUkhAXRUJ5AqmMUAN4KGR61BVQN0r6QFVvVNA35Tfsp/RQECC48Q+rWA7QFsKs5MhkVdAeMrIlqImOUDFccszd/hNQDTQSNGotf4/8r4xFOBMWECyEq5NsYhEQAr20cbuVFVAJAU/m03kQkCwwA/BSLEeQB9iPToG2UJAqMp6AqnIT0ABa2mL8XZAQL35+cgZ9lZA/OBZ21XYUkBYUYVbO2RXQNU7cQMh/lFAKRQbkMdTUEDw6WqKPXNSQDFeyHqGJ0tA72tjMkcKN0Bc+l7EJCVQQEY63vMkFFFAT0pKR09iNED+heiLbJtRQFKEdmSK7EZAIsisSK+eEUC3cT1y1i9YQCCTXI7LI0dAywHKjI/7V0DnnYZz6oFRQHkDSz9R1UJAzN6ct66x4z9VxG0i+0ZPQMoyq6H9P1RAvYpESkQOUkAW/hyKfCxGQKbSaPgNT1NAeDUFQ7XiIUBQmn6aLNBDQKmVwQ4v8RtAj3LJW+THVUAngOQ+E31RQJpaHsQ02SpAD01QPsezVkBUbVhb+/1SQHlTyDJ7LVJAuznYcJgJTUDBFaIf3ntXQGSZ91LXjlRAnPfCCugMU0CPoph5PBpNQL4ZXts3Ek1A5gO+9WryVUBL/xlYthlRQHWQokVTJkhAKnWbVxSKNkCDQC1CbHRPQMBdJ+K09UlA2n3Th4akWEBtwnENd7JRQG/KO72a4lFAwHDxy5KTUED1TZJIgcJRQMD5SzuR7DVAUEVyPhQp/T8n/JrN4qJYQGiIalWI/1VAuxTDymb0M0B95iNCU35OQKS95zp9yzFAemiV2v4XEkDj5dU4Z3s9QP8AU3q+HVRAlPe3wymkQEBmunNrP1I7QI0upV/EVVRA5LDqF1L1RECdJuzs6Z4/QEFD0hrp4kdABk9Kv5jjO0DKaRP+eGpSQGAtHoqFl09AKIH0feGWM0DKPjshxNg0QPV1iBCHmFhAuPn/tEc6SECiUjWljxFVQJY/5/AUT1RAZhwulPH6IkDC88w4wRVFQF09JeaiPElAlEdJl/09TkC7FbKUPtZJQPRdRQvR4f0/hvYXQojUVkAkEVMJ9OcZQD/6fmSWZQlAMzRrXHR1V0CxnrV+rCBQQMh+K/SNwz9AYAxbAZsh8T+Xtz66iRBIQDZOuTlXZ0pARNeX77ahMEA84/rEn6VVQO+d1Js+fkZA68TKzMaNNkAkWyqTrMZKQD1aeieQzzJAKofw7jQTJECQgDBlJ1tTQCgUihFIXlNAfMUy1WixOEDrxfzpkHZBQA4QRrK5slBAk/90XX4zQEAZUHjNF7tEQDntBPzjyEJAEAyeEs1rMUCBRYipbhJXQBGFZxx6R0xA2jWMrNFMUkAg3fwus4o6QHGISJCoHzlA+LCsVZSONkCm39ghU0ZEQErSk24DwFZARasseeZPTUDQkm46litTQMCLdat6FFNAkHfTLja1Q0BAG9ek3x5SQI9/ch4dHE1ABwnL7UEEM0DAZ5C/O5BTQHMwbP3mBlhAG1ykJiEtV0CWPDXD6icwQDLyr6Y90xdA2wE08zPiUUAIYs7lUMtWQJoUuKqrrS5AXkIlsqZoPECHjI6k8SNXQDxCxuNIjU9AF4AmBiL9QkBoWS9tb6hIQGHHpQaBSjxA+LJdZ/SKSkCtUIyTM91RQNs+3dJ7+jhAhwgmpArqGkBzUZr7iZUmQKhIs0OrlE9AjBjfCpzRLECh2wzcoikzQM13rLpy1jFAWRWyDSPcA0Cs9bykQDA7QGEzuJUK8UhAJgkFnY4jVkD5gCQOH0FBQHXW3Ffb2lZAkCrCamjLRECWiPv6qsJLQM3gFS5lIlFAKxyF5rAZCUAF/rPVRhZUQP2SqpYHvURA0gsZAAk9U0BDVSqmjgNTQD30aWMGvkpAxb9rj4SCSkA6kOcnCyZPQBCTaC1MDEZAoppzdVYYREBYPEzU/tUjQE8eh+NZV0dAWr+ROmGAUUBawAAVA6YaQKCqgb2PtEZA9kvC0qMDUUAfVGD7MsRVQMVM8fW2dldAB790azoNSEBXtgPzdJJXQLnooF5bw0pAkytF4VMLVED/KRjnCts1QCdzOzpr3lFAbn7LYM8hOEDZfca3bR1FQO84LUITd1FAlM5k7sbVQ0CoDqeOnWFPQA9pwWYHMTRAosiFePraVkDzbHYuTSJQQJFzU0yL0VRAmYV6EblMVUDfqL3zibNXQG73yMTT8E1AmcwhWbszQkB8f81YBxdFQL8DA0WceUZA5YOP0ZBxOUAuhO6Ij+k2QIv/ZCPQ8lVAb9L86enNK0Ar/RpEmf1UQKD7bmy5n09Af+8MdTnnUECvYr/Wzc5MQM973Sok6zNAb20Bq5j4VUDOcCJhx8FOQCKIuuDyv0dAK+XtATRiJEDpcMCXVCpXQOg80Y5bDkZAgAfH0MXFQUCLop2ymPJPQCZnwnmBAxtARv9nP7X5REAGh3gRtjNSQEyCRmFBv09AB1N7qcjkS0CLjwDV6RhRQD+yhak9uCxArt9AOfnJUUB80kZPlD9KQIbm3PVXRFZAumzjP9zFQ0Dv58SGEclSQJchuzhE8k9AVDOoCzUHOUDBKjigdAM6QOQ1I003Kk1A0noqf/QoV0A9+zlP8GFGQD4Z3llNukFAATAl6cymBUAgB6oCsmIZQP3U1IHCT01AnbzuqLUlWEBRIaqDySxWQAoFhXpcmFZAwJvfvuC1UEBrCmu2PdZYQBieIvoMFeo/WGMJBwdhQkDEWVMjhnAAQHYIdUVHLlFAt6mBvGRUNUAjXkh4SWZVQLZgDM8DhFRA873RqNHaU0A73ZXZVjs+QDbfnPsx/VNAgvEbozgWO0DhdUmUHeBTQHS2U2KLpgVAzotQLaL3V0AzUiWTE+9YQPjqG91N2EhA+R77X7PqREDrQ670wwxBQLLOc/y9SEBATfHQkjVPL0Apyn01Mn5VQJOjkb5G5DVAiLunlv+RSUCtkCeI3TNIQNe2oGxnEQlAcAJd+Wu7RkDssbr+vIRJQByv9jXFXENAQyR+KS8iUUDP5am8CqVWQH4UmDFOujtAUhPdc3DHKEAavhQKkZo+QFQUjYEnklBAvn8Xu4yLO0B+fyBhw6RUQIe/SvoJKERAD2mgx0htS0A4aZzhNwo/QBRFfRE1OS5AGiGz/GSPVED6y1y8BLdXQESEveCsmVZAac6au1+sCkBmWNXIWpVQQO7apfhUNDFARm+4i6xfSkAMdMsUmCJBQIZaDIaJWjJAGPVkwM3KQECZNBQ2Z1BOQNJa5U9WMk5AwtfeUchQV0AdtQxOMxBHQASdJoPrzkBAf1VgLjWzN0D1gaa5/wpAQEuQQuCl71NAnGz+PbVtTEB4e3rE2YstQD4/J+MWskRAMF8q/liaQUAPUPrA6kdTQLeq1yNy9kZAuMl2Fju0Q0CCooM59f8jQAwf5X8ibxVAu+FWOBrPTEABjIjGxd9BQKURQHysUlRA9HciZ78DOEC1TsMdWRRXQIRHUlot+EtALOEeNf8QVEDJiiV6dalXQLdANIkUwFVAEMp+qFbVREClJf/rIR9UQJ2FadHaC1RALtvIy+81MkCzWrQLvKxJQOA2AP93wEJASAAP+vtCUEB6EkJXvHNQQGtDW+gfxldAWHkeOCVcQ0CzAFtaR+FXQIwDR82YfTFALcFm3KpXWEBdg9i7PedPQCVt0DSibyZAcv2+G3GnVUC5s/WKLwM0QPPSU59SSFFA96AztVEtV0D3eGlq3B9JQGkQvTMuWkxAFglR/kSXVUBgFJbYH1MpQPJw8u4a4SVADGN3NbvZREDcOxEipFRCQJMnq80Eb0hA7C2brDDcOUAzgRIfDJooQFvXmxeeclhAHBYp4NxZPkDYJ19YelVUQNc7l0iq8VRAEl13KsSrWEDFNYoaHnZXQPSQQN8PQTtADljCHcxtU0BO85WESJhVQNXhdF6TJ09A7LxL+A/9R0D9Txr0P7FRQHgE1MowjzhAJtC6ujxzP0DFmXcNSPtNQL8bPuVrjkxA5SOTV/j0UUAG5YX7GAslQISq0mX1bPg/Gxjr/mh5VEAR9fQNVyExQLGeYcudblFALTqBS8MKI0D+gFYeNpQiQL1jsShXgUFAtTRacA1sOUCoRFtlasBLQIxgm/evEyRAhBSCY8ol/j/PjSuaRpVOQPwFkVg6M1hAcf711aUiV0DnlYHJWR5IQBYW1FmODDJAKGKsW3kiDUCK3bmjuohDQJAr8UwBevc/HSHulr3RIUB53NmfruNXQHcQtnLxZExARt5bwOQaTkABF5ygbAFJQCML3u7b+CBA7kav9pPc/T9wJLSw4FdGQNO0jEFVKj5AIg4t53IuWEDaeWNw6gAyQEr8HXsxoR1AiRFFB9b8KEClReICTi8wQHxqgqOQxFNA6FvVTC7cSUD1ytyAbRhQQD3mTMmOrTJAvkIwBp4KV0Dlq+BwlPFYQGOP/xgKN1BASW+t1D5AKkCQTXrsUd1GQD9LoIZ4bk5AGPiYoKlqM0Du/WY0MhFJQHnPl+XrLFBAWz6GAbH/OkBQmYemIyxRQMI16zU+7FNATEfh0XTxVUCb2n9DpZ9SQPf3HkMXDlVA7tgzv5UHVUDsUcUpaCFFQJyDmE917ydAZOMj9bTgU0B4zD6lpqEZQDDEq2jBD1hANANfncPxUEDtucO+8CI3QGb1X24P3EdAYBuuYf3XQ0Crm1vSUskwQKoAx/eMxxlArhTRnln4+z98IvdkukNNQLNMDzJ2TFhAJRw6EcHDTECmw2AfCCFUQDFwsuWzF1RAdtAqQvoJUEAgoS9CLXO4P2UHOtjzHVVA3EvNCyakLEDwvFRSp8ZAQLH5MGX8eFBAFztHIElPWEAPb+OioklVQPZaFRlkB0RAljDWzydOWECpdnNAxAwqQBSKdMA2bFNAlKNwXcQjSkC7VXdqLC5XQMZrNkPTpztAy6LSOQOQPED8e46p4zRXQMevozt//SlAPNDom4zPJkBfAY0F1Z5VQAAHMw1mZylAkFOxxp9VKkBKjKwXtKQlQJ0UZ49eJEtA3tORvMZGGED7qMfVCo0sQAL8Z4F7NVhAoPn7oHYutT+MFMX7YqpGQGoCluUjglhAmB/YMZszS0ArZ41hwg9VQNwNbXcdgR1AuVZEnKxdUUDPTk8UbuBBQJBDs4+lDktAHxlllxlDU0BVcXryKh9CQL5tkXbj+FVADZt0xf2GS0Dk+2ZcbA9DQDLnAJcdt0tAxN3W0hfmU0DlKsDRqYAfQD6ehZAfGzRA1RLmfxR/BEBg+UuGhQFRQLAM1vWuEitA2007R8VaN0C6aSZBloVGQC6DuT/DrhhARoorlwvDU0CMefydRYoXQMQQx60IXj5A/kdCR9XDWEBuXbVgBy8PQKGrWzLALEpAOAZIATrj/j99NMQVRjpVQKXAgRicAxVAU/k2VhdACkCMo6sWTRFUQBribXP9NSZAY+/cD9yKUEAkjZs+jaowQLjuLLd2llRARNfJj2kqQECk6WNtDAtYQOmu7HoL+DBAkqP1oTbI8D/ZqrzVB85FQPY+xoy1oldAQFOE5t+1MkC+hoSA5/ZRQFr3lbVrsitAD6+IvOIVPkAm78gNW1dUQExY3TjT4UVAnrjQIuIMP0BuTQMOKeRAQA6DJtdWYhlA7RiYH7sMVEDFWXp2GFRTQInN3AkECFRA8o+8W5U9U0Br5ibfOFxQQJIejrZjbVBAuonTJgGtNkBiwTnfMeVPQGPpIOc4ilNAO9G+TZxZT0ALJbhW9ls3QNqAKiz5HDlAlxCYsM7aQEDQJgShYMxQQKU9RRHW8j1A9eAXCDVeTED0TB3FmYU+QFJz+EDzTktANf1zhhKnVEC0tu8RM11NQEygGCN2BlNAOCFMsO80QEDgIPt4U1RUQN5Jd+fcyTJAwvP7PUEGEUDmeq+6JhlVQHwdam7rulNA64Ox5zKuLEAjvQBuXURUQGFumN2a+zhA+mJBxKl3U0DA/Bu8xVFTQPc2biPsiVZAD1nXcgcARkAf8deYTMg/QNov0Nw2gkJA9Doc/v2kS0CGqNJw5/5EQIiyNxvNMEVAh+w7GmWhR0D8JyI4CsUrQDZrE6d/LjhAcFirZiztLUCkVx7b2485QJz2lGyrNUBAqaPKa7a0VkBcjGT3VhRMQPSTtzpcLj1A6MqXoUPiSkBFakEuv4dFQMty67lrCEFACjHBVhmfN0BfbooUTRhWQKYJKMjlyTxAEiC6XRy7UUAcDRBXdWtAQJ3KmzDiABtAftFt1Ph0MkCVTh7pRw9JQKhW+Ldp4kxA+Sk4sMioR0CtzRVkVG9QQNhQvSlgu0JAJbJI2H/EUkAWernNRdRFQAGPpKL1AkNALYlkURlkOkDxnjEsNwFEQNyXXtWofB5AyCJS18po0j9hIcVuDsMkQDwJje1x8lhAWbaLToTSTUB65zDmXtg4QNFXCYFi/ztAvogVAWiJJ0B9d37XQ2YkQM1O4lo0qzdA9f1Hwu7zQUBkCHZ9+/9VQBmi55R3RipAKmqJdd+aVUDgTIImqIk0QI6Str0EhRVAolsVqBGtV0CSyXoAXxlQQCG1+UYtwFdA5VzFGS8vMEA77+54PzxPQLY69ZRGnCtAnMAgyaRLLkBpdruhHXBKQFXd+HZQLk5AxLbb77NyGkDbD6s435tEQEjzNYAybEVA+XpC7AUYN0D4DVRARjtIQFoca0+tCUxA5Nk4acUxRkCFRX1jmKg8QCMgxtOo2UVAuu0/TgkyOUDFhjyS3PNUQIPMu4Gm11BAl5gSsn17V0DpogwKz9g6QCaoYfX3bRBA1JGYFTThGkAXum/qfLhIQERE1PfhjlBAIar9qXfBRUD4kdRjTvJXQKK89dkOfVJAUhozCq4pO0BGj0AGC9xAQOzUIZD801FAp1pjdtpiMEAAHp/AxgpRQG5xTuiwuVVAh2L7TKN5UEAJY9skXOpYQAfxYEqIlVZAYwZtzUBXSEBmQRiXKX5BQLhvuJxV30lAamBcWEWsTkBZaxCmbIVPQCaB4uMI+lBAZtLzV9dZVUAQ/R5QNcjcP+J3f+qZFE5AF3lvQ0bcUEDQPRyoehHFP91ioRGu5lBAY+w2oldYOkBJqBnk18hLQNb4TCEQsQBAMCSGChJwK0AZ1py6/ExLQFCC/I8+V1dACjAKv90mRkAsGCvWg6dJQAjT+XxCbxxACyyQDIJ2NECugW/80VFYQElIxAKr1gFAQqDIQcxaSEC5tnCDH54PQMa3aKbCaVFAKPeHj2uJVkCaod84W8tYQEjWrOmzC0FA6Wt/gCV4VkDUIQD5/jslQDVgSwWQzRtAIhaewh9wVEA/BudOrzxQQLgxhTo3/ExAHXsyK38/OkBnRR7kUOhXQE2yyZGx1FJA/d838fD1TEAOKtMvigUyQG9Pmx63wUNAeyZCXtv7WEAsgGeVEYRRQI2MF/QqvkxAECv9nYZyQkC9hTkipE0gQJGlhOa8c0tA6ZBkc9FWUUDjTFXup+dVQKbypgBuilRAYDOINXxMTEDqK/ShTJBQQMyS/zwHDABA9HSfSVGaKECXIXbFyfQfQE7gWDvGDEVAtmA1D7pKI0A9J7uVO9lVQI6xAqXKpDhA9OHqYcI5/T/ycF+N9GhYQIuLIipSJlBA6KTp0OQFCUAQJvbQuGfOPxgu9FgD51FAlUfc4kQfVUDZMRa5ytlJQAwVVZtqkihAnsN0JgQ1REBgoGgXQBVKQLusS4Ol1VNARxO5elpJVEAnTbd8cnhWQCu9RzGYoR5AXzYaXODqRUBij1B6DPNVQMZprDYzrktA3Bq+H/sAVUDOpv0PwipQQEE8IIltblJAxVvrK6CBJEBcDJeF4CNSQGjykBRx2UJAqCYkBSZmSUCr6RRPYXNXQCGaoBIEvxRAiPc1nDumSUAi/SheHW42QBnPNIaz3SxA1Xwd/f/pQECvVFVvRVpLQMjEriDrzEBAC8jrr8D6V0B0RPkjeMBGQDHBxrpVzUBATN9CXbgsJECBRuMzHV5XQG/BfIo1Z01AZM/l3mjfWEDcSx5wzDhAQI2VZmjlfEdAGMgueS92VEBLNO/tmKouQLpdKukGoklA+TvmTKQqRECZKM3v5/VUQOE0njpC+1RA10C3Be8uVEDwdJKuEltWQH6Y4Xmy9DdAba8MO9PHRkBwNPs1lh9TQCTNZ/9pbx5AWseOwgG4T0CZtjRUhr1RQPtTbxrfe01ArSD6dvpmUkCHV4TtDZNNQDw8Jp7cky9ALmQSIpCMSkCqEI/YIMFEQBjYaxhV2EpAjcksPEDWNUD1VkIhO55WQDJwo0peF1ZAuPk+0iE2SkCdT2a6Aa8pQMPNcA6inUdAexS8/hHbWED9/wNN+QxRQHWTBEgDukRAkNanpRbhTkA0VVmIF5tSQF3JlQenlVJADtPXbM0xVUCTz36MljtEQCR+HyInp1BApRdZ06BjUUBPEiDjModHQKYrwOwM+0VAVaXNNHTtPUCoMizhnIZJQApJACioED5A+YqBu1zNQ0ALbvzcY15JQGFgBCNI9wNAWG+ZUfNNVEAyGDSKccpVQJqLU+HMgCxAKkg3AgtPVkBcopZSfItSQKgrkgE9GUxAxxiXV9OoU0AeV/ZWHHseQOyPJQU7IkBAQ7GkryOEQ0CkBJ7BbTJTQGC/JzUXgTZAYHA6uIcSSEAyya33BRhRQHyVW1cZhlJAFIv8iK2eS0AdKiZd+U5FQN5ZQtOGE1BAdlLgDoDgPUBikThTJjdVQOzA/x79PTtAWg0qQ6NbUEBNFjagUBtJQDfpGpCXfUhA6v51IsgcT0ArJ2XGCGJYQGTteqbj7VVAPEY5VVncCECHG4DQkBdLQLr/8nijkVFAoW/NlBdyOkCz/Zh/L0JIQAfk10V/CUBA6NHbBvOfOUBIuQW6SOhLQLlGXITCHzlA1D0FpIEgSEDSDUp+V3RYQGrSF9fwelZAWymwkp6EOEDIJNsJuu1JQNBCBI0TyxpA1Ru+lcUtOEDiU21JfIAhQNGBRRsGZklAPANzYFNA8z8mfpge9hhRQEpn7/BQcgRA/REkPLeDV0AKzTiwA0wDQDOAlFCedVhAqE214fRpWEAZqRnwZ11XQPRf+7MVt0tADIDH3m9pQUDdXJZzD2tMQDDtbr74IilAffR6tThvD0DWGI0FLhQ7QGwek6kTcP4/kosxWBxTRkBk3XMVsSRWQDzEybxupk1AuPQI2TpqV0Az19QppIVBQF5aqJg2zVdAJKtBKwkpUkDVYP2pw7M6QDhAzpkufjZA0gRIxbX+LkBoF3YxekNUQBarDyCyGEZAbUNwc6BhTEBmtE6SELNXQF/m9TAaSFBAFzsfr6dvM0A35/6REF1QQGbIqQd/EEBADgRX5T2CLkDWnIaJnhZNQMv1ctG2MUJA/zoq/rkuPUBCrwYiP0dBQERIk8UCAElAIsgAyd7NI0DV7IzzFJhBQJG1vco7W0NAIZFlJHw5PUDX2mYEXKRFQGpgXLKruE5AAf7kGWVCPkCGTM5b8UUxQBLCLCj5HVNAgl0gEKcfTEBaskzhjUQTQDgPdn+rgkhADU1LHEkXUUDGEJ9O+EYYQIT7lISpNFJAFE6s77V9REBzfHqDSRo5QCb7YOIBh0JAaE1H5hBqGkC5s6PzrQBXQOSV/ubLZldAtFRys+skEUBBsfM/fvEvQLk11cmgyFhAEvsEljjyUUAcv+/GViQpQFA/ovOGn80/NJs2jNkfPEDx8pQLNStRQPZpOyrRDElAv7eDYfzoWEClrGPkra1NQACYFtgR5VRAFni2/ccuFED7i8c2Gq5RQNcTUjlAwkBAp4P1Ch4WWEAW8LfBWgtJQPj4NerDqUxAGwLw8Dx8OkCeq3gIt0ZSQFqKrgXyR0VAKk8IY157UkAVHWV7ubpUQGfR843IszhAoNIXhXMMUUCymQa7baIiQIfiJ9euESlA8I4eg8h8SkDaj+EcL1EhQOVZy5V1CEhA9eWuftw+KEDZozPHA29PQN3xsYSt61FAGMzzm8B7KUDX4LNoSBhVQBzD/fYPMCRAh8bjF51KU0CPXIjjMXU7QO2/4NhmXkpAQyuQOEl1SkAtJKBd+15TQBiFV2YsPU1AlS6eEozeC0C+GQ/t82LxP2wUsQBn50tAoJoP5NEG4j/M6vLCZIVTQGUAdUVDWkFAywnaBnT0V0DzILm2yr9UQIwPj8vMq01AZLAhrV52IkC8m7Hx4gcVQObiRHwTVlFACzl6b3//VkD45aQr720kQFYtXj+OfzFAkpI158/JWEC7OTGQzAJSQMQgcBRtbPc/PQWHD1VRRUDY+6iafylSQNhSg8r/wkZAkwafkGWaU0DMxfIWaDdHQI4Y3HItN1hAliuQ8QV3UkAIoqCrWsdWQM5FqksPvlNAcy6oocFfS0CsJ2/0nm9TQJPnTBdx0VBAI+ASlbK+MkCq1reDN8lDQA9AmDLBKTdAu6GnnNzuK0ABAUOVh2dWQIQxhlbErVhAmHcor/u77z/g0aJwFwpIQJP93vHsk0RAnljta93eKEAzX9n4yApYQBzDLHgPZD1ACWY6i/JHVUASQLuLlJlXQCyGTSSPMVZAHpNMPXNyR0CyXhn/h/xCQK5sj0Bdj1JATNrfiJMeUUBioNscbflKQFWmTo3BkFdA1955iPvZUUA++M+4JIRPQDxGbvqIhjJAEowOM1aWN0B1zM5HK+9RQIYYc8FaJkFA0IwS5MffUkAA+FcIGWtDQH5oH+vslkFApsNoHTOmQUBOFmuv0YREQCFS7Tx49VNAxNgUnItVN0BEzjnf2zVVQKi8X4auCFVAfGG0cOQrTEA8OJZAhE5CQLpJ/LP0mfc/TrFZRvJ6SED21buWjpU1QHY41UmtQBdA8jmZQp91UkCxSNNIgLNLQIi6zAXxsztAo6SjKAqLRkD9RFjDgVxOQA9BEDtD8FRA7KT+IKC0SkAA+ctFNUZRQC/Ps5KF11JA9k1iKmuvU0BSMyjv4ghPQMIkWFMRaCJAyWj8hxN6TUDyzPquQmZGQO+1HUZRTk1A8h1B/3TDSEBusuc3XqZYQGIzOptJu1RAzIiRvd3jLUDsQczj+b5YQE2byXyM9lRA3sFuPYXcAEDRjNiYNr8wQEi1SsvhN0RAU7NWJybYRkC3Vk1VdLxEQBOLiqzM3DVAIJE7c1/7QUDK8iqlWtAiQFyWK9yDPzNAH+Mg2xqgBEB+F9PctdVEQOTwLjOu0lZAguFPE8U1KEBb9e968TFAQNJqPNYgc0hA/epQqa4LOUCwg2T0KQPUP5TPf+qoUUxA6gA+7GaOSEAC6oKk9NFIQA5+6zd/ofs/kyM/riMBLUCUG+9F7WZWQJkiUzdV0lNAqBfxqRbyR0BAcYW0+3RKQLwmzw2gky9AsJhAQXShWEBqzQuo42YPQAdj4K4czlhA6XRI9DyWMEArkjhkv4pSQHSWD4CfmlhALwIJ85XRUEAyMMPDe+M5QIqg3J1K6ztA5E8qJ+z6V0BozMYzBjVXQI3jce99PVZAY1dEvlCtJ0DIG5EliF3hP+zwW1BWXk5AO1B0EIY1REDJGdt2f1czQPk8gZT3QkpA2VU1U/bECUD2ZfWRxKxRQCZk3Uib0lVA+mB8cckET0ByEhI9OAgSQB/xRryfVTtAwhGcys4jI0AMn2x59GFFQGdsn7WBoUZAyo0URrudOUC/jxWiGJ0/QNd1wOFX505AeJxjVxN4J0DDQEk2JihAQMcx1sQ+H1RAmW9WsAiRWEC4E5H7yO5WQPkCloAs1EhAk0YzGUEcV0C5sEF3hxtYQFOEYZMeVlJANGEWS6VRTkBvT2SKTCNTQDm0wdRK41JAMNOgFKc5UUDMc0jBKfs+QJHsglc81FJASqyTxgkPUkAQOuEWq7PjP2UgkAlr4FBAoYaOJaDEQkDyAcl17b9EQHaa7tHYGVhANu6itxwiL0AQn2xoBctWQBtzAXVWH01AK/x/bBp3VUBczYbxuBsoQF4kHHOY0lBAaazumn6fWEAA+hQdJApBQEDqnA7pqa4//IYz2z2ATEDGzi68JdFMQJMVgAwuUlVAP0JrTka8VECmyhBQ3flTQJSodeAmr0lAv82ncQuWO0D7ba32tZdLQMJlllPbaFZAyfcwhLdgB0CIBKoYoSJBQA0B2+/sLiBARR89gFDyTUBSz9e1JWlQQKYBNdHFCkxAkMA2j9btSUDh4NeqLC09QElC3vLCHjhAjkBmK+uaVEBgykeWvQhQQLQqhnlMQFVAB6JcAFRbUEC1RLt6W7NGQOboIJaM/DtAQ9E3qHIdVkCyps9NbuU7QOSFs7W7tUxAIWw/X5lZVEACJaTkEzFAQPBAtJ3DrDRAqEUs+FoOU0AOs4tJVpNQQBDpq2VduVNAHLKlw1fkFUDUT2+9VO83QAWPDjJJDDhAGFwnwDuBQEBonx3jtIxNQJ9W8GneSBBAFq3i11fEWEAykL6VNJ5NQOMsc3uRxlFAaAQL6OsDVEBWiQdXkGQuQJQni80euDNAKGW2USBSPED1Vm+7bcRGQA8MiuoEnElAkDD7fA1bUkAQ49rZVY03QEqwBM8FpjFAwukENOcZO0AqdyUVRnE9QMHXRfYFvEdAtScGWXZdUUD6ZIhQASM8QLYAl1jIq09AbLVFxsfkQUDEKng3/vZSQN36d8Q47whA1hHDMu2cOUDqfKOGgP1GQAGRKQLiK0tA7Fe/Ag3DRkAVzv0o16dYQFBLqcrz+EpAFJg6GmJTQ0B2Qab8s188QPPYZEGxK1BAl3XYUjJlWEAB1LI1NQNOQFrXezIogVZACUqVUY61R0BY+K+yOA9BQM0BxMqghVdAoV/yGIXJVEDkOOYI8r5FQHNk4GaI7TtAEHXK6RpBPUDheywvPBdRQMpsyKWVwlJApdGw3BfiQkBCxkWdGqcrQMAAQDOsg7Q/Y9KetiagUkA1eTWZ2IUQQFa0VwspD1RAqnyrGBCQQEAUSO9TwU9UQHt3w048qFJAKjGYNyNwRUCMN5vG3AJGQI4wy6xR7FNAeSTRdORBUkD7IEF6LxpWQBPUkEuI2ElAKyF3/EfwREDH4Moh1RJTQKB+co2ukDRAu8kM2oywO0BMA93E6RhUQC47NMMFGFJA3Hqv48diWEDkUyXsbSFUQKj2fQzuIk1A7OtGRDPrMEA3vf9s2xVKQPTG17jc7VdAsuj+jiLWD0Db8uvLSGdXQNICYQIgeDxAqCYp6wnrNkAviim5PdtKQCyXKTQ2p1NAOzg6Mob8FUAxQw86p1lOQBBprJM/ilhAuLuDEAEgVUDzGcz5q7BTQLiJMkTxYFhAzyvi56YLRUCIeh1lHPUTQD7WA9gCv1ZAs/8fjUEKKEBHe0asbyhTQEMHAupP5klAD+9LfAl6RUB8J1Hzv70mQItFzzzn0URADFQlOSKvN0DUHEiSQrhRQLqACqqpYkpAsIW/wWX0Q0BOfTm0yU5SQGb/j1uIEVVAk6CclgYeTkBj+MTIGXJTQN2ZZnI4lVZATJAKg2OBPkBoe4bLTvEWQM2FZG8xuVdAdiLR8totRkAJnSdJZ5tXQEyISCpY1eI/btdI3DxoV0C89247ybxKQLGcKUfck0lA3CAXuDHzCEBCRmYo79E8QATKccTxHvM/L+YbzkhLLUBY3iqDQeNJQDwJH3r79U9ACi2GXBN+PUDaCgUlL6ZXQBnIuo68elZAqB5sFurpV0C0iDdgUqlIQCao2ZTreBZAc4kbiSZ0TEC0VV11GdA4QEqOn4iyfVVAPFvRsHc2BUC028bghKD7P12DgtRNEkJAnKFAdQr/RkBHUR4Rp6lMQC1I25OM70hAzNnQI02dREDIQbHerI/qPwXPJ+pK8k9AUmmHCDIeBEC8ZUtcut8zQOWfGgVHxzRALnCCgVJCQUCQYqICqThOQGDTazaq4lNADHueAecSQEBtdmCdsMJEQCQrH5/w9UlADU+yk1JdN0BASycf1X9EQKOB/mr4h09AI5MRWC/PGECnMC1uuPFSQEpNnBf+8VNAL0+8xLDBV0CGmOBX09BEQPb/69nRxkBALamk6qzJWECeL/ovvCgyQKf82qfZ5zZAzjrLBOjWTkAqIz6gtuhQQFBouKqKFjVA4BMJGu2fTUDip9Kuy/RMQOgwBsBmdSJAWrFUcbfhQ0DoGSq4CVxCQNAn3gTA6UZAbSp8iegqCECkGbmksr5HQCptV3nkkUNA/Q3Q46VwN0B02aaAGs4pQB90rsZY2SZAjl1qCeQQUUDfkxFju28uQNsZbIyPkFVAwZee1lEsKECyxWbrytxQQLLR4Ti9bjtA2ZYtPN8HTED4h06g1fJGQJPwrwITLE1AFu1T3wDcRkDyCQYlb9pUQHZUoIEIWyVAEowc2NnmR0BEESO51uVFQLzRTCVPpg5Adu2nBbj2EkCBWei4WvtKQBXWElmeCT1ANqC4+yQtJEDx0UZbqPBIQP1/dkflSjBAfekPNkIPVEDJqS0jiws5QFiCd+IyS1BAo8sic5VtVECgJ9f/BApEQG5RheYtmUBAbSY+7RaiVEDKLm8Bs2NRQHpcOtl2CFRAa/4FB4IGSUCzl3GcmqxLQEUTfrGunlFAg66GEZnyLUAe8MJcl9hEQHpvNh4x6DxAgOovctggRUB18ikhPU0nQJ+FI7nDcEhAZsBZG03hU0DcDVh8mERGQHoAZfbAAB1AUxMqEgbVVkD6CJED64FPQFP/w8NLkxlAFrpW+1EcQUCD+JGrPlwKQEszIyR3W1dA/VIcXIKaU0CSgoAHWjJYQEfIobsyU1dAHnxQMCne9D8aLlUSToRUQBEyBvhSOlNAGA2PpucXJkB8QDgN7oTnP5CP5Crg31BAtBIorngFVEDSsJilmLRXQMLuTMP0bVNALDwnpkaHS0A1P+owWL1XQEqyKmlCeVZASZiEKwAPSEDcI/Lb5Tk2QBPlUb52Ej5AyCL5K26qSUD7dFvzLMUMQOKhAAKydUBAlhVknmz5UEB5HWXvroAnQCnKpfBUCEtAaS9pah1oVkAaj5xkQpUhQCXQNZ78alRA9jfEACaCVEBQeHNmvbBNQDPAZQaCxDRAp5EaF9ueTUByQkv4DblQQFJvECysUC9Ao/Fvn11AO0AP+N6mmHRYQBssORNkPC1AncXSFLtxOECZf430SqxHQCByFYq6005A6IOror5JQUBMNGRmEt1VQCpVSf6F2klAqNZB1AzbVUDS2lOzYDM4QGet65UQdFBANvyOn7y6R0CLQG4V7hZDQHDZjrVqJj5AIDKviCRd3D+I+s6vkpc6QP7usZC7vjlAAyVUYtJEL0DJPIgGw8ZYQPYAZALhWlhAM5N44OE/SECZjH8ki9JWQNVxqXDAZDZAJyPY5GXIUkC83u+rZWkVQM9ADKVM9TFAi/EuqRbCQkAJ00WYL5NOQLbKUEn0g1ZAZNkAmwjKRUAm0Es6UXJGQIg9RqxtlzJAwL9UCEKrRECgw3VqC9A0QLjXt+qZ0VdA4ORrYIHvSkBG2AtnI9FCQJAkz+tDAVdA+ULpPnPiSUC3ZcWlhpJRQKFNt9aKy0hAGLFc5ic7VUAzIPF5jHQyQB4nGCcH2vI/oHViWi0ZF0CFy1vVy91VQDDmsUlP5kZAa7aAQjXWUECE48HK2ZdUQCWlhVhdNyhA+FsL6+FPRkC5uM5pNcZKQOV+TN5PtEBAJgvKqfoRVUBG0B4LXccxQI3NqdaY2FRA/9AqX5RLQUB4Drcf9uvvPwMFwDmRsDhAJVu7jXEAQ0DUAjtt2+lTQM+iUQpW4T5A3MPACFvqSUB7PNNNEEQ4QPp5JsSaG1NA5Nmw1JtKSEDa8CzNO5ZSQBRVst2nmUdA+84eSCQgUkCmyuuAfZRCQKTLSeKZ8UZAEaALm0pqO0BOw7+t22U+QFU4awzhoVdAdKN7m79tSkAoQDQbdVNRQKccUKiq7lBAqdhPSy/KPUBKP405WntXQJjgQzEqc09AwB2X7Dq0/T9cXzjpM9w5QG3aBV6H4k5AxCRgcTBdS0DTYNtqHT02QCtbsGOT4UBAgeICxLMHNkAeUkaBYPEwQDo5F+0CpVVAklweV+bVUkDJXWB6QMZNQDOkdF1GnFNAJsoqb3COLEA4TlOgKBJWQKdrUfIPaSNAGEFCo9TxU0B/Xg+pWGtCQPv3QlRXy09Ax/4pwbFKOkDinp3iLsQxQG/Q+qnN8jxAU3J8LHTGREAIKQlcR9RQQA2C1EPCbk5AjN2Rfn74WEA/WLQGlwxRQCCRa/i+TU1ANB70qEcgL0AU1WSlhLdIQEieHkUB8kNAgjuxM/orRUDo9AvWvj0zQNmDX1g2BFFAU7442HNYT0BSCT5ACT8aQGNvG5+oFjhAFGpT7ExNV0BTRoWhJNlYQGrR+S2tMU5AWlbDZfo4P0DSJlWPN977P8SIYTTC6BJA/KmggcSuWEANS04Zf0FWQHgeTm/MMURA1mxMHQe1UUB83umuGORUQOXqTxj2ElBA2LypmXXZQ0DqLfzz3qlXQOpVWflbEiFAdjLtzZCFJkDlCh7V0yhYQEW5heYqw0BAHdWMbwf0PkD2NdXE0agnQKRWfiO10iVAyOOfET7YTUB0IWeg49YZQIBsT77f3U1AtdiYg451O0Dg5iXGAbVXQKXg57fGK1dA9GlF9HKRU0DnVwGVs45EQGCJHZwb4bk/zRuNn5rFQEBAUoTVdSg8QDgNHI1EHlBAMReImyy/VkBsZ4ch7tNXQFljYfXPL0dAASQffEWrUkAueoFfEGItQJXNQg2x5FdAIqh0au+NQEDwWTO4Nc1DQMfeLJbpnVNANU90Yy2xQEADPN3N84JRQJ2ICYX7UUZA+vxxsvyTUUChmt+c0YlSQOf3oQaAq1RA9NLsO9GqUUCtg5C30EZOQMxArxnaLlJAcHKCUxQgNkDobclvnQMwQE0DZHGct05AgoyHcfyyUkAICa4URy9BQBUbBLLV0VJA3/foZiXdB0B+uz7wA6dRQLFKZ2RQhUpA3BLhw4lQM0DHz/iUJ/k1QDBR2yJ0D1VArfW5BbAvV0AxOadgwa5VQEDkGlGmbUBAXT/8r7zUUECUQ8A4kqv+P+vKw9zhcE1Ap/+bHmoaWECx7HTF/t0tQHov9WXYvFFAzLM4JEC5N0AyJ68g9AZMQDRkZcI2a1RAV/18erAeTkC1KHZubiUsQLXWzRT/EixAIFcch192SkDiPeDBVUJWQL7bABDRKjBA+sVugKZYM0AvCPlOm+IrQL+mxDXdzCNAFh4ZQWZvMUDWcZxCbElXQMMdHNgKIUZAn3iaVd3hNEC1Imev4CtBQG8L1fqHuThAmS4CYjt0TUBdHPHKl0YgQMNGvS7zJVhAwqv7ULDJVkAQmYvydUErQO+y8ZBaezpAvkJAgXB3+T+uccIG1v5YQHgD+uaoIFRAdOysdUr0S0AE2ur/A+1MQDiLzfRkJlJAXqMl9LlcWEAtWY4A8ZIwQHXGQHsoV0hAf35lXlQCVEA+otu5f8o5QP6R+oaWFlBAaAbdQ7UfQkCX+uaOCJs8QF4NF9TyjVBAQXxeexbzU0CFZKWunKpYQOSGQyitsEdAGpqoqHKVVkCcxwGGNslGQOZUiCxeQjdAeuOIRK/SSECIFUw5V6lWQKrVTXfKcFFAVQQNiLjVFEAJaIpPmRwoQJmz/eWypkdANpGLH0WlWECeFUwefDxDQA6ZBwpnPRhADrvE4IT8VED2PWBThl05QBG+bX3PQD5AJudqBBcfNkCqXjryEz5VQKd8ORx6UktAedFMsvqePkDjsz4OZeFPQJQHKaqOLklAyP3QJr6APUC+TjcPPpEpQNB95rtJYTFAmAlRarC+4D8TCC389n4DQH84lGvpNFRAF1Hgn2LXVkC5fTG1VhxTQEulkhV9YUFAZXlN4OB+VUDSZtFNMHMtQGuj85+3WFRAAx5oZDfROUD8vm60negRQGsxCiSa+0tAi/aGw2DkQUDuxds3S+1KQArSrF89NzhAJawp75UNVUAwQ51baKxXQJzzYEiGsUxAJQom23o7VEAwD3J1pPk9QC6qt3DigyFAdcaYzsDFNkCaCdPHheVVQAedpuV0x1FAlVBTnA1ZOkAXCEVU2g9XQMVAzFQAD1JAvz6MpHnNAUDOEgdGves4QKgkn8kXuSNAkp9twCZYUUCKjhSvTaxWQJ4AfLCXP1dASNWqTJaWSkCDV3bf89w/QLubciEzS0hAeWjukrykUEC0rIWFArNAQHfpWJWeVkBA35s/vmN0U0DzjN/6jxwzQJmcfbNmLDRA7dTZ8EsoRkCfKMPccR5YQHGWUuVmSExAZ0mx076+SUDAbeDxsxdOQPPWb+3wPlVA2cni6+0gSkBxXtrICbRTQOMg2q4B6FFAPkguv82qR0DLO/3nL1hOQGpz7S00hVZAUJ2/xRUmR0DQ8OHnVd4yQHGKfVZ4/lBAmKtWf1ySTUDPYC2ya1dYQKpRoPAHuFVApTXHwLv1UkCgubEaBWFLQDcm7rGbY1FAvYFOHJ3gWEByAYclLykJQGre8fc+1VZA2iJGS8rpEECfZmoyaX1UQJMOXTqZYFdAmkkdNWYoPEBUdzb/DypWQOUrztM9eQhAsUdngf2EUEC9qy1BYDFWQF8MknLGxlZAJg1PEZeYVkDur3EMyqBBQNgRm3vzJgxA4LRqtBxWU0DXQNJQ185TQO7eZ/IvOFdACBKqyAm+VUDr3UPZ789XQAJ3LAfFyStAz/Vh18LhQkAE9EYHSHU+QCYYh2CpmRRAZVLr1mXsR0Ctcba2pSNVQOvmLkJ9EAZAS6nUNdezO0D3gxcH6UJLQLAMlqkOyjJAHtlXoTCKUkByt6WirVxLQJ9df9isCk1ADjgqMtU3RkAC00J5MAxYQP2w+jbAp1JAPFm5BgPFIECMKoQPeFxSQPsML3/c2iBAgBN5baeqWECEeE5AQPRYQO26cVmsI0pAwq1rRNI6RUCopDc2poAxQOpJvOmhT1hAKQiboZmOGUAhf3P9lvNNQFhrlIUfdVJANjt/CejwTkBiOQJUKFhTQOdLafMCXVRALAR+aSAdR0BqNPpesVtQQErHbGdYj0JA61imha7VTUDLnG+TF8ZRQF66196h6/Y//nws/Q/lU0CxuFAGsLJYQAzMbwaOdURA0J6zYP9MV0C40noV/vlRQCOxdZu1wzBAtklQRT7HNUBwtNY//UZPQG/F9RF2jVhAtGmHPAMOLkD6LGE32f1RQI7g0gRDf1JAN7qdzbEqN0BS9w94zopQQA82aO/pWztAFqwRAD/qEUBfS9olgMlLQPa5gmQHClhA6BzB/NeyPUBtXa3wqstFQD6hQjcMqy1ASZCgCmwMVEAyWOj1U09DQCSj2rL941FA9PNABlP+9T+gJ6rJ6X9DQJo2TkO7djpAJYWTX1bRV0CiEOGmENQ5QA4dzBeFEVNAsFMKp33NRUDwRi4cJ9JRQIoz/nAP5TZA9BZ+tkpBVEBeBBK7S48sQAt5w44WTVBAQD7CXtrnVkDaF/g6nltYQE02N7Kut1ZAqaLtoymcQEAkV0/f6mxRQKd78wVkrFRABNx/71EoP0ASSRW6soJSQFLYmNk7EjJAQA/M0/XmWEDf+GdSy0BJQIh9MQqhukVAEblXUdvHV0Ax/dGllmMjQEykGBfUM1JAO73Uykc1LUAZ/BCP5AI7QLH+iJ4uEDBAEPd6LTNxU0DLATenm34+QNwPe3zXbktALvc3YBnZUUCIn9iMeQdQQIsn9yl2fx1AzRxMFiRoNEAW7N1dlQNXQFljKDUWaUxAljXek2RyTECpEY05m6w0QBn6jCTOoj1A9pxo6wv79j+qfdvKYdVRQM1L12urzlZAIUnNnEYGVUBwn2RjHlxOQJhg1o5InhNArOENOLB9K0Cpw73AEAUpQJdF4Ul0j1JAjKuPRrhRPEAGiW967H9XQGHWVp7SplBAYgoOFfcgREAsIHMZ0qpJQIqvg+VAB0RAAJyvZHnLRUDMBdqY6sMyQPcOwboU1jNAOwyCId2OOECKwZWRJTFNQKHL26Fi30ZAFLlVi2SJT0A+7IP62oYpQP+GiuHup0lAeSSW7ZUxVEA61fIM1cZUQG6ujlcQM1NACT57d2AwUUAkVMZ/lRtIQLuWNSQIzlBA45XGHG30SUAaVXszMq9WQPRr2SrnLEJA/eOicFdkV0A2hygs5oEhQPzC1ENey1dASNferDvaVEBty4KGmshAQCow6bFu01FAxuB0wmgBU0Cn/cHbJAM2QGhXkeS+EklA6vTrSzBIS0DmJrq6Lnk/QMSnbrmkMQNAkuLEaOrpQkBY/ggQsDRSQPkaD3hGIBJAKNJrohpdS0B8hTOyblg9QIhGScr2hO8/8d1vqPuBPUCpYx0jdepRQJjIp45sNFZAVwFxIM5GCkDGZAfVXCpTQH5i2fKmWVJA1qd3R1jASEBlAXB7A1xOQCFEo2Bwb1hAO4vcdgOMTEBsgK+eMOxQQM/jxaOw01JA5e1+Ak0lTECiGZSCCmA+QG6v9XLLpT1A/SbT28xQUUBVCPOI9X44QGKIW/qFMDhAe+pKojYtVkB2NuEF4ZNSQHtO0DTWTUdA7bM/7weaS0B2yvFgwY1VQH3EXaBGTDVAvkYNHfhsNEByuV4lnblAQMjg6tE8FFNATGBxPI1YEEARiFwG+ustQOrWk1gzPzZAskjfYGH9TkDCoP/IpGIyQNaRV8W6K1JAzBWhywxMM0D19egsIeo8QJBsVlhwTlVAhVvpqCGFOUAVUELeyJckQPzYw7/zdFhAG2qt79bXNECHXV6MUdFAQFQiDtbJ8jtAm0eJdI2NU0Bojz9j/W9QQHapoHaNMD1ApDckWu40JUDOsaz1+PpWQEl/ZGFnz1RAbm68E8YRQ0ANQpi7srlMQNHp3XQHs05Abgb3ewTDUUD4EVBxw+xTQGe1ZRu/wkxAXJBk32/HUkAHAwQaPiEuQDp6gEWnXUBANfuCcx08VkA4Aaw6vhslQCzR0N+2SFBAl3JpzLdSVEB7/qJa9YtVQKcWztSpXFNASJnSVXLrVUCIlLBbZG3ZP7VnMIWTbFhAUrKOK/hlQ0BAyFglSihEQK9syv6vfDVAaKAwPsuE4D8Yu9x4peFTQH4ZUrTStUVARSMJ2wSdSEBgJixRaGpSQDqcKEK56VJA2rmaf9UyUEB6YubyKMY7QKrmSeZr8kpAXKdpohgwU0BzAQxEyxMxQOsVToM5Bk5AbUjUdISyUEDyTjdpWrpUQAMI9EpYtxlASTbGV9KDWEAbehs1m5ZUQE4OAJorHlJA/ns150nXVUBQiID3FpQ6QH07Osks8VhA03QqPa7cWEA7/CxvcklPQDy8H3nWwldAki5Xi47xHUCxqnKaR1ZCQLA46kTjoFVA9WAwMgrDR0Bo8ZLmo+hKQAUHNunHkCFAoln+brUQEEAASU3UEYtVQFCSSizlH88/7OujC++pV0C0JsaEOfocQP48k5IdzUZA7+wxYbMYU0Dg3weLBHnWP9ZjJW+Sr0xAkILDtOrmR0BFMgwcnIRYQHVJtmHkvjZAM9iWk+uHUUBh0yV7t+BQQJrc6K4HJFhAvbX4lmuoQUCxkhxs0dEHQMQ0YXJSvE5AAOQ+Zt9BUkAU3BSWg9wnQEz9QiZPgDVAmEphiwVlR0CfRKU/XhdGQE6ByhJpgyNAexzmZOOwR0DLZC19gkZMQHN31YRTZEZAazcv2e5SUkAotWaRQCw4QE5d/QhkgFFArKfGc0avWEDMyIBMuVJDQDkDnSW+zlVAl52rc7kVMUBwPw35q6tXQNCwBFpJE1dAuZbIlZh+QUCJiXCKBthRQLfEEzdZKUhA/26COv9fP0CRL3qPqBpVQMo9eo+P7Pc/duN7ibAhAECqqNXXHSUqQARoB8HSijlAMzS9sGy5WECrwGweF29TQLTFJYNtchhAnNfnaSDXRkANo/V59HJGQCYE9V/zxFJAiDokIcwOCEDScE0AUfw+QJO7NjVOUUNA+omyfclJS0CQV7liGB45QIkbcrkmyU5AHBtNOBLR/j9NeaGe+FgyQANWMkldR0tAQv+0IzPoU0AVejViK1dWQLfEmFY/d1NAvx4uHwQ3VkAgUj5Fbo1KQCYMhtWNU0lAaCOgUgsjSkBgPVJtsiw4QLI2pr+G10VAr51N1j33SUAeBUc6iu5EQKKeV/uaMFZA+UHH3VoaREBy1EzFZi1JQBw2F2SIKD5Aau97uxibV0CBOgTy24hOQEwWttR+CjRAPMlUnNIeMEDO3A3UYEZRQExSiujVvhVAKjuAfWamV0AjrEAvZAtNQNatpulNvDVAiTD1+Cu1UEASyj25nxkrQItL1SlugFdAXaKpMEVIQ0DCMw5kSJJVQFooHgQmIBJAvplrTzuZTEA7bJpyT5lAQFZLCFcu8yhAEki1UlwYSECUzmwCDHtIQOmh+dGRGTZAcIHPlyFnF0C0biYw+zpSQJHwh2RtdTxAR1dD1ac9SUCU75XEw0NXQAU7BFatf1NAD3YNCvCwVkCmtgISmb1MQCsPyy9WIVNAWLoQHLTXWEAzglal8dFUQLwFQurBwEJAY/j/PGxCVEB+ce8sQWRWQMpYd0mHlFJA0oJzCGwxQUCkJMiDaJ9YQBnGm3p8c0dAS+xJQbjVQkB7Xz+oddE3QDZKbMV6wSdAz8cU2+qrPEDtYPvbpu9NQP03Oz/Fi1FAl26V5RzRT0BqQmWwZu9EQA/IXRR67lVAda+nUOwrSkA6hmuhDBJQQDLTGdtiwzxAXM+dqy3JVECwAL9SYinLP5ZWdGzkCT5AhCPPzISDRECF9Po8R3lXQEXJSs2il0VAT80I7DPFQ0DzDvm1hFxNQKG9BqkWcE9ABj9aMeGoQUDgRtGFnjYWQHAYWiG0vAJAQgJIY/txLEBpxQxQQHNEQKrxvFMDtCNAklDjLNuTR0AtEAPMf1BRQP26rbAp9khAb8fgkH5XUEAMZROfuXgxQNQOuApRfipAAppO2jRDVEAX6DC1iLJHQBsvClVHCkRAfuopyYn4UUD5eyZZ7aFHQFcVRBCXFjxA2YO722E1WEBRkQzqnldXQEgwwb1BqVhA5wlfF8sRVkBEjH5QwJRXQDbMZADRA1RAVUbMHQVqVkBpgzisQ3RAQJR/+kDW9RNAxwcaJLu/U0Bwi+l07tjAP6Rzg7eW9kVA/8DwwzNeWEC0J/rttEvjPw7B+lK8xlNAbsD9PODJTUBRRFNAJupSQFQi8R1NpEJA7v7m5k3xIkAL80e5OG86QAvrHdgCHEtAblkcAQuKRUAOsuhmMeFTQBZxh5gDZFRARMfmACSN/z8mfdp73a0WQA+FsGHki0pAV8/ZjYS7KUCjhzZ34DozQI5SIdppnThAEtRpPAwJU0DITRtfmEFVQIUJ7S+irz9AvFhHJGB6UEDLc6tdPsNRQIlNL6JSSEZAxhVuQijkVEBQ95atQxVVQA+wEsoYP0VAX9naonjQTUDreB8QgP1NQBgJvzHvIFdACl5QRT65PUAajROYdfgWQDLVdbGbcjBAx/2os44mWEAET7Y3QC89QHkJOzYCnD5AQw/0SB6mUUAREM31Q9dEQPA2bRb8K9k/NiroJUDLUkBm1gEj7pVQQPlN27tdLFdAoPLdH70GL0CcwTfrr0hSQHDmc69RL09Ajm/QiTQz+D+c82oxGbVWQF0KmUeo4jBAQQ40JiyKREBwp38AsexBQN08/y3+CzBADVxpNuaMTUAa/c7loh5QQKglIkIKclRA5OctLsyiUkDkSEcBSFcmQJhGL6nPi+A/1A3v1n/dQEDlzzVqNH5BQF2tx4OLiVFAVfj+to0cNkBRwkuS2TtWQLJdiMpFJ0BAYKEMYSD5PkA8S8jfYZE9QATcna7biUtAwaafjh0/PED40IvvkmBLQKRfNdY6HSxAjJcp+t6LR0BtL9ulvxs4QFMQkaC5pz9AFylV5E9PRUDVC8OU55IzQOdVl++3rkBAWFwVunykRkAeGt76BZRTQKoHqakleVFA2gZZbz3gUkCMHlUuR9s8QLzSnKvcJUBAZv5Z0M8WRUBom1PhUVpJQG+EbFBhxVBA+9h52vz6UEACou4RtJtTQJcmIMljJUBANdPAH2ECTEBtTsqfumdTQKBPSX9a3UpAbtS682JRQkDg8i9FYjpXQJLwpcmlhU5AKlYYUeisFUBBFdv+LtNWQLawDWkB6zRA9bea/M8TV0BDMER8wYdRQI4siu1bakpAf2OA1AWTQUCkbzxpjb9DQAu0GY99T1JAf2OwQx0xUkCQCgxZSd1BQGgX8Jj50jpA1Cf5AEk+UkBidmAF7sc/QEHC2c1/VE9A/4AXRajKIEC1TL1/T6YRQA9GeFdL1FNAtIv7XcyJQkAikuNrGtxAQKaP89ngXlVAYKv5YBL5FUCdsqpjjp5UQCJRm9At0VdAvq2Bd66RU0A/J8pn3T5WQDpaXPNroUpAq24pA3CYQEDnfRb2iU5UQLyMNV6ri09AlNxLlu17TkDNNfdt4iZWQKbtiXJOPVhAlvz5X1eiO0BERwbg5HlXQHlkIz9jO1BA4uKkGUoSU0CLkxoh9wEwQDDz7QksHxlAr3tMdcoxUkAPM1yh2roxQAAX+7fyxRZARS9hWVSMTUA/48YZB4UyQPzd7Jtju0hAPeZRzEScJUAiRaHAikZTQFfgEsBTvEVA42tJ+8+QPUC4Aw/IHs1QQGQDm4lIyxJAgN1bSbriRkBoGfKax15EQAUN8FVLXFBAgFUIEsLGM0CFXek3P3NVQDBqArdmTVVA6jatuthqQEBENqy11yw+QLRlX9jE3glAWNv1NnH0OkC7sOhqectMQMd4usmOykVAy7I6gNLURkBDTGNVS7pEQKBHZC6fDTdAZM7RJxYrQkCWuIWVL3cMQIi3cfpqYENAgmkO6S8cQEClTLJU5N5JQOkmFtN+byJAR3AmzVQaTkDiNTktmxhBQJ6Edw5loUJAd0ApcR77NUDG3qj/dKdRQGfwPNGc5FVAduN3ZbTpNUATnh/o07FCQAYHMCAjAz5AA/ZaiVElVUCOV/5JuIc7QBipitHWwFVAZ3iSVuWUT0BsSoqBgqlVQA0Ql+QsylVApErcU1LrV0B60GC6mnVHQFc36VjQbERA6XMpSQitUUAqgR1tyrtSQOZBhM5yAEFAxadtQqfzAEDpvJPV9jFYQI+kxm8IqFZA1uGKl6DcVkAbfF5CTzpBQC14GYPZ20dAVpfpkZ0BSUByccvy8jVRQOgQq8M6YFZAZl8tIR0ONUAqXQ9I4iAcQEeo2ol/01RAamRKeRLQVkCcEa+wpH8xQCza90AOcjBAl1b1tOW9UUCN3hKUaG5UQN49omjwDFVAXOd2L7D9QEDhBhpDOhc8QP1cm9rIv1FAJts4kMKuMEC0VNBN6LdCQBadreYlBjJAPvIAf3qrV0CbBjQhUQlMQC/SeaY+qTZAJFMV5djMGkABgSNEhy4wQIVedo7RTCtAf5SKNV2OU0AoLi7Yy5fSP7c/ixohuERAaO5jJGTYOUCuPya02H5XQOxjW1OZ8ElAKMsXzpl3V0DoMxKZ9YUVQIbYIzkYblhA5Ew1m+FUGEBMNz342xovQNhfYYVS81dAjjuBIEWoVUAY+eovhsE+QKojRd3m3j9Aqhg3LtCZVUDtvQYe2GZRQLqCthjLv1FArene/TNjVEBCHPorVVhQQA6vKzrXAVdAcOBGsG0jRECuXCZPhD9SQNXtfmhFWVFAUF9u0UgXTkAkk7ZSR/MQQLyP6DWSPlNASWu13LJMUECAkVAqZy1QQNeC/fDVnkpAwimQqv7SOkDkmGsDzt1QQPpmro3eySxAttqVX5a4VUCwJzaZGoY6QC/lpU+V6jBA2Y3PhM4cUEAjmTuZL8ozQGp+tYFVOElAh3fEKe/ZS0BjZ6MejioPQE9U3HBOa1VAcKXiH05PRUAictMcYJMpQNs7sMCPjFBAdh6zf9joREC0rX5yILxKQDh1TOPsuENAxtk/ThUYVkAkhbXzOe4yQGO2rTOyNUdAicoEqwUFSUAkDEyBHm9KQC6vKztHyklA1l2cUT7KWEBIKQP2LghOQBoMEJDbo1NAGOBmrFA0F0Aaejf7PttHQHhw2DiYRU9AkpQ8U4S+R0DTe84/FUlWQIpqR+RPwFdAEOXXecphNEC2WM0+tyAxQAYvDOpVAFVA8mqSTiaKNEBcvrpee31VQCTGEFLvpVFAfwa/Xn1gVUA4LP+jZlhVQBjLB5kK2kxAA3QOOwJZUUAWqYUJWpVHQLAb/wrK0kRA9ztm/NeCOEBokYqFnDAsQBC4Tv3+GFZAdPlsv4pyRUAB+gNOmzlXQGMQkjDWDlFA7IDghQsGWEDqZG+lOxQiQLuqUdPgsFJAwo6rShMOVEC0vIGREwRQQNlw4AVG/1NA4hf0y7mzPUAyOP3gZkIDQALXKZlOHVVANa/zpw/GE0DI86ZbZlBTQA6fZryXrRJAn5hwNw3aVUAjYP7B1QRYQBaheG0QujVAQSP60957UkAS4jGiEXM2QHs5NG0ZGEtAcLUfubuvDUAD0EhnIoM/QPWcOeek6UNACnZB9zC8VEBBkAQzI8cwQMDCRaebgN4/KVob7wMdUkDe2eRkgcU8QArhuqXo1DNA5JfENYsdWEBPeLIMQGYtQJYH59CAkVJADOFr1kXvTUDZzlrLlTtHQMO1RDHju0lA1LKesh8hK0CQD9pviyREQOmUQ6zwAUxAe78HfZYcJUDSj52LHLonQEFi9LH6P1dAQ64ZqjFTR0A2kmLqrm1IQM4UJuRZpUtAR4yjssvtRkDoon9zcIhOQLsYwyo9sVdAb/KsiBqJQ0DcdW69Sac3QO3smGLjAEVA/NQ6BZHrS0B7v0cAqD5VQIWOas/s9ERAqLYtTpOsTkCIz1zKLEVSQJsjtfk3NlJAaWTD+BJQMkC9UM+F+w5CQC9kb9z/Hj5AhKn0by5IV0DVrLTT+nxVQMjgr2D75FdAQbxwHh46VUAWteWCJtFOQInjpD6+BVhADaSxVgWRVUAvTwpMShwgQITPJOpHL1FAiEsL3Jp3REC6J5Kn94FYQCokTpZyGjVAiumXDjshR0CwrI1/C+s9QPWb0vYKRkZA3q9osOUXV0CIgrZq3U1UQJ9kV05wUEtAAsLvzq52SkBHlMOCOgdUQKYuvsUKDSpANDb2CbRaREBp02J25phQQGYAGmrvUzVA9tw+/zgtNUD0afFY4G/hP+4vymv5fUNAe1kXS9/PVUCOWZWjHTBEQJUfMInrOEtASX4REgOjBEBeHvgALn5CQHJbO1FdHzJAWBrckVT6P0Bgaq8vngpFQLd2NvWUPD5AOXtvCEbQRED1GwU+2PJVQIL3dQXvzFVA444XX2MAWED0DKmsa9hCQMAurg5vDCRA8c8RQqh0T0BJAEihI0hVQKrxIc889/E/uLfjL2Ii0T95s29r+AdXQPXQHNwM3FhAqeCzp53XSUAqSR5/dhdTQMf9X96lEEZApWiV+X4FVkC3aN3gwvwiQGXO2a5Zb0RAGGZTzbpoUUCjDRd4XN09QBh4nIUp8lBACALTMlgQQkCgfu7S1Q44QF2x/Dm2HUhA7n3qq/04M0Aj+Ak63ctJQGIrAckZdRdAuhAh5I5LVEDa5s6zVuBVQEhhK+UfF0VAmsYV3Z+GO0DwmXWzfhZSQJqIW0eZIlRABjQrKCPhUEA/9r20XeJEQL4WiQZRxFdAbzY6eL9OMEAuDjH4Yz9IQE0h4WyJu01AiECJDxjQQkDcZk6kTXxQQDHU/PeC8UpAIKFXPaZUO0BPcimQ36IwQLLfCbCDe1ZASqPyRMYmRkCV0mLabUo8QGYvAzG9Mj1AlRUJTNFFVUBvxpRsXuI0QPFUxQ2p0UNATY3OxVCGWECyrXLke3JIQLtPHxMGHUJAOJwJk59OOkBfe/XOfm5MQC10odSGnzRAj03Nbou2VED2CzqheHBYQL1SYk2+1kNAQKzDY+4hJ0D9/xj7bcA5QJhIRfdSlyhAFEGU4FxtC0D7XdI60n9BQM6i+6DHhldAPKpR2gfsM0A2O5gd619SQKvwnYRDKlBAms3fIVuFQ0A/PTj2VRtQQOQBvADAaE1Aw58P0xnqQEBDLtlPoChLQDQj45xuBlRAnq8i7dPLU0BjfhWgP4ERQFe60uIlUitA7gTgpXeGJEC14o5jj9BPQPokBXlGxUtAz0Og7888QkAFj1Js4X1VQPHWThX9WkVA1KPohSdqUEA5CHy4609KQNaIf7LV9URArlrn+x7C/j9oUg6WsyBQQLlswgknTkVAXBXJj0CDUUAtrRH0+jRWQAUqb79sXDpA338BpIMaSUAr8IabXWRBQMENh75M9EpAYivqUeLwVUCVzeFPcA00QNTUfrVQ3jRAXWhwh7rVTkBxhTztQs9RQFbvQFNhrVVAfw9rDq27U0BSwyayZTIzQKkyV3pMSj9ACx9vVTAqOEBWwNy9n4gxQGDQB1IWIiBA8Wm9loO7VUAD1oHV1ckbQMJJQ3/uiCBAwHechE6G+D/GJPs5ZzFHQPa/svFVpSdAlw4FaTbzVkCEQePSaJZRQFAqsBZlYlZAQ2xXxOL/U0BMkSu6pCscQK3V14MX6TlAcp2ZAWmWWED+Se5cK0pOQLzU4CX/FBBA95XKD6cnNUCvLLEMBPpHQDC8AeLTfUlAelFFSiI0TkBCcGu/KVQQQOqP0b9CVEJAtV57ICR+IUB4/wcEh+NJQPORKQzhgFZAnD3GeQwzUkCSamsJ30s0QJEsblMuGkdANVg+flNOVEAvrC/fiaVWQDo4sVPIyRxAUpu10MH4DEAYnRBlR6r6P9OgBu2BQ1dAEvhNESjrUEBgk3cT1CpAQJrbfD2L8xxA7v3YyZx4WEACtbxqil0UQGk05MA5+UdAStyGYhAjUUBzxbLg1xtXQOIxsm4bXUhAvnpZjeoESECyU3YJbOJHQKiY2GFkwS5Afs3j0ym0UEBogTGYJpdVQFdC8/FJUkNAaIu/Pv3STUDwsoZUg8xGQOQlJYsWRVJAioii9vGoHUBoCL+CylJXQDb4Z+V+JEBAgsV84hz2TUARmw7dZ8lTQGZc1rJjFhxAYHI4MysKKUAoTbc9njdEQK25h9UPIFBAabZ3D9lhSUC0UkfrLIkjQEunFljHP1VA6lQiWZngMEDdxkt95SNOQCzxWYCmrFRApiaE+DcrF0AJJdflbWc1QD47uV+BUUlABdolqLrbNUDDhs1MJUNOQFK6X6wYelRA4fU/qt6yMkA5IQ4NixdAQMfRa4OPflBAbVcHB9HZQEDY+Rj354wUQGr/E03NYjZAaSJOTAF8Q0CyEcbzyXMxQGJdXML+tlhACpGZj8rmM0DwBhMhErFHQIEXxRHvRTlAehQYWnMqVEDVIKkbVZ9SQKhKVYNh7ldAMuoKVpP4UUA2q3P/bJ1UQFkVFCoxRFJAwXUCXW4zVUDxyAssEItFQDcKCXpQt1VAPmB9vzXOGUC7xOYG6YdNQJglUMqvGztAOEC0cHjDVkAeCTVBeeNUQMn7sjausjRAZPt35d9kJ0DWU7jtFgZLQOgjkpJIOk1A+5lB4zFOPUCYpEubGhZRQEIcj9rvG1BAdHtdPoXGRkCQN7l7GvccQJkhqyB/j0FAmcLGzPdmIECLvo8ftylEQIQeSkEeoVRAZCjMpQ0gAEC7YFCRF6tIQBjGoK6qyk9AOKjwrVy1PEAzkbORNpcuQD5TQLBjjVZAoOZ+eYK4DUBVBpUmx/VXQJUzY5DydkdAYkGSONo1QUB2fyOlhsxWQIkn8jvtR1NAzOeskMnSMkDaNFk47U02QBxEMd+puFhAKZluY2khVUAF40MPY/9EQA9nNp0fulZAcA2UFM3TSEC1RpC/fZRUQDVaOIHPlkNABt0W/XktMkCuF4KzMK9YQDCvAnvI31VAq4/Tfk73MEDhnfOeX7hTQAiXVSLwaVZAkv5TmaPFVUD9HAlJ3ZZYQPmqFYi4XTVAoe/AciHwNECXyYx6MJsmQLeWRweO9j5APMJtrGHVKkAYx/klRTI+QNI5qy1drUxAZaflqXXQS0BQHgvlYtcoQPNTFgA/FUZA/2QWE2M0UUAtEFoT9Dc0QFCuaZWPywpAREJlfWLTKkARZb0eXFNCQKJFfiNDL/0/2yUFLWnbRUCijfv6qNE5QM/knr/AQUpAU+F29ZCNVED1nBqP3TNJQKgBu+cHPk5AWpWqq+4hRkBhPiPCkH9GQAMMGkmnZy5AvHE6IaMlR0A8ZgR41EYyQDW9eOECcUhAt83n93RnUkCI+PhqLk5YQMSVnjA4ORBAJ1hPr766J0Cdpg3xNLBQQKEkLOFY9FdA/q/c7NhNUUB8mWB1tIRHQLik4vV/8VRA9hXuAHyYVEAl6ZYEuzBMQPVEA7d9iFJAmLxr6fqfGkAO/k2uoAJNQHjHSVPz31BAMTrrazQgUUBA+NgMdAjfPy3diYaz3xBA6IngT+CIWEAvF5AmkMlWQDzfHAyZXlRAE8dRk542VUAvHx+PWqYnQFfuoIwMtVJAA5C2b9xKPkDSJnEksAxVQOr6TfxmIk5AVQpbyEwEU0CaYvD+r5NMQLTA+WIETFJA2Jb36rcQEUD30fbyCcImQO2MHvC9Zk1ADGHxlfZ2RkAm/xrBSGlSQLxUyFny2UdAwO1081/iN0Ch6crqst5HQIllZTFJNz1AVAZOMn74UkCkwFWTig1CQP1wQtXtDE9AmM2flhOANUDv+LkcynBRQD+E90dCTVFAL2NxiXkyTUAqdOIzSjAzQBuS8MnooVhAU4sle2DnVUAeYm6QGm1YQIAAE4uhebs/Q4cq4jaAV0DlekrbBTtOQFyTQhlvcFVAEDF3QkR0Q0Ch3yNULixQQFGofCTlpkBAEcBFO2ewVUCNs5IQloRTQMU7ngMtTFBAVgN9YNQGSUCgMhUazGZEQILtKlrFjQxAxwsIz9A0IEDQCPvLEKjqP4RY05mIQhtAEIBeCKYgSEBsbLs8JD01QMuMAQpAIiJAEDuLJ0rGT0CbLhpX5Pk3QDrGmxc1xydAiXFPaMqfBUCEWPB/N2lXQA/AfHDs8jRAeVfwJglMVUCytW0NHUwnQEEk1aEu9k5Aiq6/1OBG9T/WMZtbHilLQMMMryQfuFRAYP/mg+8KGEA4ZR6dA/ZQQHBygx2GXFVAiNk4uwHWU0BZOOrs4YEwQIiOv/2zhzZA9lIcVYzoV0DKR3BthYBXQOtaqWPdFzxAtLrQpiw9QUCPKsOjfT8yQBwzfJr561JAYMhxaD8wRkAnORLOSEJRQJhpm1HpMi5AAumo2rooV0BtzZf0bztVQMSdxFBE8z9A7+uEF8Z/WEDda6tb8FtCQHw9Pe8lbVhAH7NmHNytVUAbOOOtgKdYQJpiEO5P2VVAO0qU6RQcDED0fmkfQZZUQPkzOMBQp1hAR2Nfi6esTEA8QSjkQ/FIQO24J4oCIzNAKrN5YzWEDUAnuRr1dPFUQIKzDMEkNEpAkQ53zTD6UkAJ8g2A1MRBQEvZ0H9mi1RAX38ykJj6U0Ach+znpi4lQBIytC9xwVFA2mdNWcmlQECz7wb0jBtCQPSvj52En1RA22FNz1KQUEBf7+VWTWo4QHDCZk6LrlJAXT2zvIw5QkB7HnV/9TFQQMTN0PMkQ1RAnRIUdQr6UUCEsEeL+j8aQAjyMd122z5AphnBkZyZTEClNxZDIadUQHnw49WMrFFAunM8hzmnQUBuWoIpLZYIQNp3/nsSIVJAyV3bGvtkI0AHh42pf6A1QKyLR2bZai5AKBvKNY23WEBK/luH4v5UQH0TA1bnKVJAY87XG+0IUEBaiJJedQVYQOWwEyAtzgxABQQuPzf4UUCR8nTNuDRTQLsSclDayFZA4J0VHMmlJkBHCn+vNZNRQLosLHSVITVA7wICvrMmOkDvjcknEFdUQByIyV5Um0RAiRn06oLSNUBMQkkXEc5DQP0M3btOwVVARnRieQJNJEAVV5PpJdJEQHyy6UqG5EBAm3PqX9jCKkCQ4Zhxy+JMQJZ6N1iSNU1AJol6cUHtUkBMmbIevtRUQHJGVOTxzEdA4b1Z3g/9MkCTGytg4ltLQHoXqS8sbylAR8FqOVh9SUDvWKUw0nVEQGv6pd7lu05AUxnPvWj+VkBhFTwjoTRAQKTATNP0h09AaBSD+8cZUUDxgtf0g5pJQBm0IjKO+1RAgVNhjiwEOUBuuEDDf4soQB3OMs6+uSRADqw2WeP8VkC8bTB/RCJRQOQnRhd/YzxAMnaRQc76OkBzQVYM9YZSQMTM6Hm5AlNAirSZ4XS/SkA/y9nY9sxPQKuQQFUPK1RAQAjdv3xUJkCqKPDySbVRQItol+/6QTBACgiqrQ7KVUAzTg9rHR8zQBryCCYfvzBAnGBs+t0XOUDXd+OmyRBTQIjSa4AO3ExART2pZWTqREBkSGBdMAIlQOPDtZskoyhACJQ+EGrKJ0A2pENxSmVJQAwI/SXLLFdAwS32HZwpGUDmi7gaKClMQM3cuUbsX1JA8QxbxFZCTkDaBL3OImJLQOwX4ea0l1JAK+k40mkBMkDssxOBFoNWQO0C+Mj4PjhAuben98TBUEAfjfdrQZ1BQBi/uhWhpkpAqDPmnUhzTUAo++0PmYRWQHxDaRng6zBADfOXlUOkJkDcfS5HAwf8P0K2DzNITj5ABF48cKXBVkAMqO+t8Bk6QIq5ndpTGVNAYlp1+02sNkBybH6GZfgxQN23Poy/q0JAW9eTxsy+UkDul6TvrlpDQIH0RL2fXlVAIOXALd8MSUAzzakr/RlGQCdO9v4jX1RAQoY3ajJjUUBrJK9aBdwwQH7ZGBWiZjpAKvOFipcvUkANKksw0TYuQJm0bnM+xlhA/jS9dJJxI0A8fmyb1hxOQIULdzqdNT9AqGav1iY2VkDqmt1VM6xCQFhSD98zbDNAnI5O2zYkVECP6QkxegRXQJLYQidVaChAquHaCSwzRUC9gZMm+Os3QEGLmXcge09A3eq6gxI+O0C4y/IIvNNTQMKnDaFJ51hAlU3ArgZrQED/VT23nmJEQAYpkrRyfkpAI2PnqTv7T0AnoOYnqkIyQKIB0eTCpUBAlWKF12nbH0B9RbbdN3dVQFwlOurDLEpAsA8DPWYUVEDroV6ePIhNQGtIZhSQFUhAdIHdyF9fWEDWbbUC9GBSQLay/GYh9FRAjWN+zAQ6S0DqspOMgDtPQLn+zfPmJjBAMnek4tWeVUAR77zxPFlTQPNwXfaYhRVA8mlJPkIwTEDoiPvoEtg2QOeKIApD1j9AjsHaYFi7Q0B3+15TH2M2QKnD8/d35lFAZjMe+UI3U0A4CXBu4uInQG69v7xBIStAjDOLKfT6JUDc29N/TRNTQKuI7r5Z5klAOEUjF6HUIEDqdNTF16ZVQDornNeCYx1AeEnspq5KQEDDcUj4TGcxQE64Vl7ARxFA5q+21bnoMEA9m/QE5QpPQMo17s9CrEtAuT/P4mHWPUD9ttK9TLxFQOg/IePW7lZAKHXP94fZQkA7ScKifBpUQH7sBp6dEBNApEpebmJyFUB3hZ2ploVWQBRAhxBYtilAnFkYsjcvPkB8WmIkuygwQEjXz85KuipAO5vgRzzXUUDBMnS8rFxOQMj3m/QQhkNAfe3yURO4REDaSYygaYhSQBHy0XWjaFBATHC5gRpAUECTObLkwzlLQKwbJugavxtAt+Pa12EHNEBbsrNuf3VQQOufj096YE9AKc6fx+KiUUBrmkIN8CA4QPBanU4r70pAiZ9pSOJ5VkAiWd+iXWdVQBZRxzSBVVFAsGkMbYOfVEAM6eiWgCJQQD+OCvm/elFAHticbUR7U0DeoVfMaQBXQDLRvKSPB0lAWfWs+Gu6VkDhllKQqSVDQJJlqcGITAhAyJkwDdtqVUAAkdBwdItJQAYz1sqJBy5AHDdasHTU5z9kPJyYoD7kPz4OhSwOWUdAkiZXpJ4kOEAWtS01KgM0QPKDa6EDcFFA56epLn4uDkCS7UG468A7QIh1fy/qWTdAIFSdKS/mWEAuwOcNkw1WQFvVOGwG3UxALn/NRDVzUkDEwfIlv6FDQLU1sMT5HVBAWxuYvCMwOUBPQRFnMFRLQA2xbMdqblJAC4pdP7k+UECt9jG5QzRNQEqsaeZx+k5Agsxb+Ul/9T+yTdOiuqRGQH80SopSqlBAM+/qi4jMN0Agr50EDK9VQL/blZo7okZAK3/tWgtfUUCg/5qCVFtTQAnzWd6MikxAWY/ZhOQpU0BciSicezUyQNYnl2wsvk5AcSqE1Cz0WEBfLPL/0oVVQCVeaEOOakNAZqMVV/x9PEAM7lT1tCBFQCcuJincTVhAQPT2G1INPkB90oQaW8tBQG6JtgaQujdAzG5Q6yvpQECpOjajWspOQAh+jcFvW1hA07UpgMFFUUBTMSl1tMtUQPGG49N/LUpAonQeJE8PREBMSEHHStVLQPj99H6gY1FArD1uVMlEU0A/7Uc+CqA3QAU0QCyypVVAuo8E51p8PkANBwB64ewGQNChXDWxE01AlEtcEFu5T0CNy94BatU4QG7gO0Eo10FAlF+WDUEEVkCzQwFn18kIQFBDHxJf1ThAI5gl6s0FT0CXNZXCjktSQM4eUd0vGSpAJDF0qVq8RECt2DsVKUovQHgKP/2S8FJAcTO0Al/LUECxCM6jP/RXQIhOeG8qwdk/fkuxnw/CVUD+CwYDk55SQIznqXrYpUlAnCy+D9qqSUB+GqWQzqFQQCGBtRxbwUhA1M+6aKtSU0B3a8VdbstIQEDDTU6cu1NAcbsVlJtHV0BRm1qFhtRYQDWjdqaDmEBA406fSpsQNkCap1U6Cl1TQMMunVJGf0FA0qV6bdsnJEAM1H57M0RTQPCHDFjdJz1Az5bPMkZrSUCuSAszDRdCQIXHE2lNzUVAz3nexG29V0DSdid5GXlBQAXtrKNMkDFA0ZL01relVUDp6eD4lGtWQEh8YuwWflJA5Ktekzep7z8hmHgPkIVGQJhmXRLM0to/6OukkYfRQUAVLDu7aKs4QOstk7azoUtAaHouMasGVED9bUJ+42tRQGNAAOcJQFBAVPWoIiloRUBV6FgdvdpXQADv9MrhhUVAF5N0hsWkWEDU3c9WmZU5QJR5p4eDPE5ApEp8GPbTREB3ezUHQd9CQLpFNVw+A0VAAEWlmbT1RkAWIWJ/hy5WQA1xvGzH8zlAfFwEUSSLQ0Bf8fSiuJ06QAalVYXiiTNAZVuHjrdoLEAkzph+vwNAQLCxhrwrpFdA/0b4a3+6TkD9TA+3kDpQQC6rsY4+fjxAB+BYx8x9KEAMnHooKUpSQGajrPGtpEhAuGq6fIYWJEA4X4L0THFUQDSxuQ5PbFdAt4WrvCmwU0D6DlnXEdM2QLK5e4AwHVJAHxHImHPIT0B/ml4KqAJUQB5UtkiNMEJAVX55W6mFVEBkP4dIFtJYQMXyaDT4iVBAizlWvROJF0BnhVFXqcYpQGxpywjyUzFAtLvRRNBIVEAGsLtBNhtWQEm2pX7NVFhAST/qrgCDRUDgACDdY34xQDFT7Pb1cFRA5T/pubOVUECKD4Au1NryPyi+BUZO0+A/mpALtEf+QUB7nL0+LBkwQMZwD4H6ijhA+ZGmdf/zR0AC2G7pflxHQEOYI60njFVAgRFBYbwFMEAHpzyizcNRQIrAaqoKJFJAgC4cYuaeKEDEdqEB8udGQDw65eBsDE9AIkdmxhGgQEAJvYqhg3xRQJ3+oTscUkRABBPTGyEPEEDO6bxCTb47QAChMcFpjOs/mbBUbWQ1JUBkoXNPK9tEQCA7OwyC2fU/2kuUOZnfQkAUwgyarBVWQGX+wf6TU1dA/d6xoqW4V0BIC3rFcA1VQP/g4zQXEDNAPJJaQe34Q0BSEnJByo9KQA04H/bUnU1AdJpygkqnT0DOpDkO5YJEQOozMLFZuVZAPMO9LA+yT0CH+gN6PdFVQJK6wuO7qD1APY3ywc5/U0Cee6vY6OVQQLrAAaNRe05Amolj8dyNOkDuVryFh6ojQD1buYWkmEZA+15MUhzUO0CN7RPdMvMdQNm55VDQ/kFATL2fjrePVUCybz4sBmJQQLqaH31tClRA+1ymSxJ1JkA+4i8RHvlYQC5jNkc8MydAGefb0RgpUEDfNAmMqzxXQPfCxVwFx1ZAOYcSrRoDQECPntxcyLNAQMJu/TSClDpAj3hqcyShP0C4Oa841j1YQIG702vsAkJAUgaJE3iySkCiyG2LMVw5QFvh3OfW7klAY9zy7UY7S0CQfXSoDlBUQIpe6qb7Uj1AdHtEGBOKTUCyN7h1A4RGQAhHz6+OrEJAHh3PV7hVSkDIsWHwB0xJQOmahPpPrydAcJj8x3eJUkDRaKeZ1KRHQNbM9wqbqzBAEmp4No4+MEAArEW1gpQ2QJxGbNIdDTdAufb48GW7VUDbEHSjiyA5QBnXHxH+Qk1AZbtrF47BFkC+pnR8DywSQBuRd129101ACnZ74hMvVUDTKcqA0E5JQAJrl2EzMzBAYk8fztnjN0Cyunu0thUtQMFLxVVC1BZAWXEToGKgTUDanDBi8VkXQMPy6FdzNEVAuWk8z8ZlUEA4WRvUHnNFQKL20eXkCUFA+lzcxiCzOUCGGtd+qw49QA19MMH1qSdA/rnDxD9dI0DKCImR0DZXQOFB0SzulDNArv05krxOSEDeuWndvrMiQJtcrEjNqkVAdUurC5O+TUBBbgd8nClTQErYMlo63htAsz+hdcVwJkCtUSTjRChWQC2zvZqTlTBAvDEGCeJfWEDcRR7r9p9QQC5seO3ePjJAICavcMWYOkBReu7FdAlHQNCg0LUhG1ZAcnW42DNrVEAzXa7mCO5JQI1EUW3BckZAm7rIb+1vPUCAdcvYknRSQOuM6fe3xjhAsOx6uz2YN0CIkMI1Sa7fPy2FYIzd/FFAOQMUmFMQWEAbiGkdxbRHQB8XQfZBkVVAxNBvHkc0VUD9KWLTvgxKQL+zjFJ6I1RAD3hSdcoBUUAWxYr4NNU9QBqWHPsMRlFABt6hBeBATEB+UYq5rSwCQPz0LdhBLE1Akhc5NokiVUDEvKn/lhg1QOZ3G7XoCBBAqT9lAApLQEATThGu/dBYQIkcEHuuX1dAorYhnUmcVkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"5563\"},\"selection_policy\":{\"id\":\"5562\"}},\"id\":\"5013\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4983\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4993\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"4997\"}},\"id\":\"4994\",\"type\":\"BoxSelectTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5014\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4991\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"5562\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4972\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4986\"},{\"id\":\"4987\"},{\"id\":\"4988\"},{\"id\":\"4989\"},{\"id\":\"4990\"},{\"id\":\"4991\"},{\"id\":\"4992\"},{\"id\":\"4993\"},{\"id\":\"4994\"},{\"id\":\"4995\"},{\"id\":\"4996\"}]},\"id\":\"5001\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"5013\"},\"glyph\":{\"id\":\"5014\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"5015\"},\"selection_glyph\":null,\"view\":{\"id\":\"5017\"}},\"id\":\"5016\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"4992\",\"type\":\"TapTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5015\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4988\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null},\"id\":\"4986\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"4970\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"4969\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"869c3be6-2765-4a6a-ae13-dfc48ed2ff7a\",\"root_ids\":[\"4969\"],\"roots\":{\"4969\":\"38ced312-b2a8-4c15-b7d1-4c32adc39ef4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4969"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
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qolIL1TUDgGyY7qVPEP7fEwrygbVZAXb14SWckQ0CsqMBi4QRTQGi86UrWuFdAalHDh7o0U0A4T9H2SLgyQPcIJTO8okNAWhB/dQxDNEAZkvhGcuJVQLYYv95Vr1dAlSLrST7IVEAjUnWrV+NOQMUR6M4qayRAm0BTzT+SVUAmAn33LJc2QBarO5NqOVJAawbHBOF1UED9fXipnEFGQMjZzEoZOec/l82umAMsVkDWm4yEDeUgQKAKyOZ48EdAFjZ9dQf/VkB+rqhyP/1HQH/z1l9sT0dAarwH90zFUkCjuSxXxeBKQFP4EpQlZjxA9EUZ9d3uQEBG90+FKZYhQK0FrJLkuUhAkEgulVICR0AK6s5eb5tOQNEbEw0z7z1AE5L2gzPdLkDeK27QwHtDQM65q7NFAUJAYyoxLxcqSkAonVj1mUFOQIbxWJkOj09ArTeZoZSFTUC0GP2Gm1ZUQO4lBbfYJhBAbbtg9+WLB0D563KCPgNNQM0g34i1tExAdSXrAGazMkBtJcwHCXsmQDnRoD1CGC1ALEJ8XbclOUA8Za9OzcJTQM6cqLMA+FFAkshUAjnxUUB+VIJDET4+QArYHPh57xlA/8G8hbxLLUCyr7ZIubhRQI1V5e2mrFRA8dHPWHQuTkB/gnOfB4Q+QFwpiqN0fCNAgrRNisfvSkD+FOBhwjdJQO/Osh4B6ktA4rekHL52TkA8gHBc7i9TQNVBEsGMV1JAuOb8pMg1HUBaOjDv3Vg6QExU5e3LMhBAmFe1MOfvQUAlQ8pY6/JXQOypw4Ba2lZAc3YWFyU0RkCg3YvZ4xDOPxLhxrPz11FARRxOeZSRN0AUOlb21143QLpI+fJFP0NADlpg1MqWSkA+oi3lDz9BQBGmCRkOsFBA5geOQgaZUECbMjdxoihXQPqVX2gPtRVA+h4lCUFoOUAXyFAAMFdPQFTLB+lHMydAX6skkux2S0AY12CcnvNLQFmtbvPPa0FAwcMan9lZSUDVYDIrJhBXQJmQlYIaaFRAkaSm2T5sOEAKJwpT0GBXQJs2A1bX4yRAPWwtRHYIR0AOUBNttgNLQMU3VYLmZVZAfZp2nWE2VUBdwJwFn+42QCad7Vv09E5AMS3+o1BSUUCINSrHLZRLQCoCQSlDqlRAWYVSbHaJVUAeDVhPaVlUQC/EBJWjqldAeBAE3dSSS0AVRJgnhtI1QGv4K0tbkVNASqCx5E5/VUDsE1BHx/9BQLXnsnu2OUhASrGIlc8sTUCH4189hGlBQMV3nRxWfE9APuFcke6JWEAZOB+gWVBPQGohPN9FxjBAvk+jLQf5PEC7Dh1wcwoxQAra9KySYFVAhEk4LvZwN0AXnJBy/PtLQJP2WUvlrUhA8QZBtjzoV0D6Hwfabc9PQOz4LO1AWAxAibaNZvbSK0AoU3xPSUVLQOR93YXrL1hA1oAoHPtyFkCGRokmQY4dQFmrtYhyQjJAPVrjC4O1CEBDjs0RQjc2QBv3sxOAqUlAeEftdRmkTUAOXY9Qo/07QAcoVTHS605A0QJOXNmYV0A+be7Bp5dLQBMxM+Wm+UJA0PtcZf9SPUBicuFqCGU6QIkBX6+ciBlAnJuBb+sgE0BoDnQ6v58XQPT2HJaxxTJAhD+r36kEWEBd6wLaA1BPQOCY8Gc2MFNAzr+W5okZUkDv17lTgzRWQEbV85XQJk5A9301CswFTEAI7bgUp3tTQBFhcerWrVZAQpb1RtbZPUC/mswFK2dSQNPOr+kgSUZApYOAzewCUkBG49my7oJSQIZOve5BmU5AS8vBXEOxOECtL2lSJ+pPQCrSZ/UWRjlAGAPjeW7+Q0CLiMLka18AQByvyCm61hJAkRAx/5GXVECF8TDkmEpQQHB8B6QBVEFAyZPJXnoEPkBUj/7I0KBKQKpLrON5CVdAFfM/vUA6PkBR7ORvgalTQORw80o+OlFAtBej8zofQ0BbsP6EXUBGQEK+4svKOTRAOtIcdrxzH0AWszvag9xSQCifaA+5b1BAl81WLB5YUEAgnE2b7zU+QAUUbbPibBJAuc9f5UBdQkCa8Ah7lH5VQEKJSdk86ExAy6SoDcCzWEDvRag5+NtBQK8RFoM7GRBAvhKwOPGiT0A0L1+V0Wo+QD9sHupCXkBAkWmW0+TvOUBpVkKB9GdWQMfS2NdJqExA4TB5ggO6VkAyTvHvaYsHQIVCJxMELFhAkqZFhcQ5V0DpbTv3y7BFQL6OVaXIyE1AUK1KSsvEKEAMR4SQj0kwQEgbJEzHXDRAN3fUy/tiRUDV7VluCwA0QF1dZpAkXzlAmk3+SqbeQEAYmxIQqMNQQPTRqRDIfEJAUgu+wWlCRECTXPWNqmdIQHieeLhe8ExAKbGw4MXrMUBe48MZSpgtQKmn6+HSIFVAghuN9AMDU0CuEE1ON9T8PwRg9YNg7DxAbjDODskrRUDQ1bVYvJtXQJbpdJfkbSVAs9ZKIfHWQ0BxrSRRM9QNQDptkzJKNFdAZUa53KN3JUDNbLhLXJJLQHgVzvZ9jEZA1Sc2O/rcVUD/G+9ATPM5QH1oPovQc0VAyhlqtUIHK0AZUZWX2PRBQCl92Xf8/0ZA18TgXsMtFUD0KCwKJclRQMHnHZR14FVANsShqWTIREDvhUuJWJwvQLsnHdoAaFFAxme3G8eHQkBWMF/syItOQORW96x3rEZARju+r7jYV0D2dgVg1cVRQAhAtvIoYxRAnEHCfwlHOkDYNsiG8sYfQB6wyQW7g0dA31wT6hlaR0B+mpCt+xFYQBfMp0Oay1dAVMiCd5JLNkAg48kq+n9VQK9CP7S9/1JA6BvrXIvbTkCetw+iErRXQBYzdosE6jdA4wgTQ77TRkD2kZghoUhCQDL1A3DY+hpASSIOhmfSPUBzNQQs4tdXQMnhSJ83wydAO8AbNCl9HUAniMRa0TdJQDFd1PyQkC5ANOVR0xEgVUAuohPWp4BTQESsXckyBi1AvGVAFLxcWEAOQ+/Wx4A+QOFnVmO2uVdA90cNg75MVEDnPnzlikpYQCk30zbnD05A92Rae443QkB/KWBa4RxSQHeXsn4o30hArBkPMBuXPUDbZTQm130/QHoenOe5szlA+WQ5KTTsV0BwfXpCShZRQBhp2Os65jlArHlXQK/jKkDkhwY0YLHwP/Wn0Wf3rFhAVrWeH9ksKkD1KXW5oPhNQBRKCc5REzxAVwI6zuuhUUBGrUkjMgxKQN/satFSRjxAGkCGx0LVM0B0T4lr90YgQLFGh63T7y5Ap3c6ilClUkAOWP0zygT3P39JozBXilhAcLv0GIlsFUBqMVQP+e4nQPijG6UzwD9AMKED+z0fVkBZ/71c5HMiQFNP5LecmEpAAOy8wsFGSUD/JJNTyFpQQOgs5a0E7VVAXVSu9TQYO0CSMjUD14UnQAlgvzVq2kNAF8zUbv5HVEDY9w5A2w4uQCwAjPf3hCVAtvSeN2UbKUBIcnegzaRTQJkYdhnF5kBANLZBloeCTUDw9xtRRTwmQNymvw83oRNArPigHK+xUECepI1/RCFXQKnI+Y3Zz1hAzoRvFebQNUAIgjyCBXE3QN9YBvj2A1hAmfG2zQheNUDmn3RY78cDQJor6g2FNDRAEyEXITsSS0BFn+YlKSRSQNya77up6VhAAwUX9us3V0B/mGHYgSFYQPrj6uX41TZAElLAH+OOQECEtdW5zC4bQMmKJDDcvVRAhisowGCFVEBoA/K9UAVGQGKHhIqTY1RAuT8mpeqpQEAr1ARdJY5GQEZUhfzLulJAi/R9dHluO0AO5WJc1oJUQPyvNa2LDElAulsGwaA4RkBsYiWTwthWQBhuCQD3hFBA+yn1Vf/QUUBYoL2mLV9WQBKBoUrPUUdALq/HPyBSUUBCyO8/0qpQQK7S5Krp405AVZ7qubwYSUCcLugQjxxRQNrvngU0G1RA7EfsSD1ZUkD1t7PAzu5IQFkf+uzMjFRAQS9G4STKOUDg6dT6nCBFQFNIxa1PWDpAfznCAfWxT0D35TH/l5RQQOmDZYsKFUpAD2yqbEH/VUCE8x483wY8QL8isi3LXUtAifAg2tBJSkBrVkyZLNU5QB/G1KGkoFBAu5h7vIXsVkAtWHW9QpNUQI1nuBDR8UlAonHYtE+rT0Bko3Bpai9NQLv3MzLXDCxAd8h3gClDMEDJ42ww9r5UQMpm/IvNFSVAw+znqVLGRkCtt1/XL8tXQMmLbqvTEhRAT95ouVWFVECEgdh86oVJQLqsLptfpS1AYgTe+n8zDEDFJeeSw046QIqroOY1Y1FAwtLxREd9NkBvvlU+h3NXQDsNe4ItXzpAlgqM2dHqLkCejFSgnvNYQIUaDaHOglFAg1cKFduUU0BBtYPfUIJTQPzKQEY0zzdA6aMW4osrR0BSJSEbnTxYQFfUvHtaIlJAaT4xim7fR0A69N2o5cAzQC8r8jzwy1BA3BE8Ey8rQ0DK9NTk4PZWQD2hm0zVEVBAgu7HYVGOQ0DDkraBJi5WQF6GKiD6mx9ASqyhGRFQLUBRiCNR1ERUQPQpe9nEdFFANm6rFos2VkByIQFEjWJQQOe6U49LpVBAqxO+GVOuQkBhv4sljhtWQGGX/xfa41hAycK4ok3PWEBdJVzaZtBSQHtx7jHYTydAo9PeKO6SVUDULaEih2hWQElEoVxE9jBAAji/onJXGUCS2TENaURRQCimRIQkNkpA373zxOpIV0DdDpGoWP88QJmLtvE5CkpAXu+Fon0qSkBt5Ir/7rVYQEbj8XsPa1ZASvsWo/2ZREAkv25zOD4xQOWDoKwBHDBAjypzxPNGUkBwaoDkAwbBPzr3yX+PAFZAiJKSphyVIUAlyGgyQRJPQN/C8m0GIEVAe20iKtApV0AgHC/zqWwXQN+ujJIadVhAYu40NGxXVECo1DklkTxBQHUQ0NYU61NAv6Fz7q3CHEAEZtJJK2ROQPI3/ZtzX0ZAKrreJY8TD0BomUlLzulIQFmC8AKTLEtAKuuhCAYmVUCbLrvoRulBQMM99WRQykxA4aQh8rDpPUB9Ui8um1FJQFW+HtaTCERA7L9GJ9klR0Du5LOy/jBWQJZbdjwQTihAqO5WQYuZTkCSd0dn7BRUQDbt4iRivFZAblQBZ6CHNkC0smIlQy9FQLsXRGG5EVBAHV3SqP76UkCRPmp1XvFYQBaWIkB+sUdAZ6WDdAmXVEBStMAKjihPQDgCvEl85lRA1t7mCVJ7NUD4vTywhz7kP2FTXR4CYE5A84ai+mD1R0AhJbi5lE5BQOPiBYneOCJAStFYGKdSHEDWP8k/CBpDQDICREuoyFZAkeE5gbgNOkA8h2EAIdJUQKVHaGjUdDJAPFVPttmKVEDwv1rDd5A0QOEp8YNBTVRAG7JvxuQRUUDQ1Li03o7LPwFeyFu1gEpA9NyLgWCy7T/5F/0CnXVYQBZNb2SuOzVAhYy1BkawKEBy+M+4oNNCQDF6iiO9xlVAj5VEqSVETEBX594oMp9RQJsOBwlUmVZA+Eu0+CBMOkCftF9ra7QwQDheD6f0aFVAsMPPoQJ+T0DRDIxyGyhTQAQChz6RSy1ABh0pmMTbVkCfMVB0Q8NWQMfnP+HsbSdAPXkHbsiXVEBO5h1IyvlAQJIFbiEiaS5A270IYeAtQUCPL/XieAxRQNCaIXmTDFZAi5FEtvcVU0AU7C+wowJCQALtMzr6IFhAg5o2lvlDP0B+Ya3Sp3M0QBjqsiABnE5Aso0aICXlSUAjD77g3uBXQLPFda+rsUpAuLI1kQHUMEBKubyELH1WQJNQGD6fAzhAEC47n+dkVkD9tFOrVg9XQA7BbDQHIkFAfKCIxp0NUUD8tXBHQBJMQLvhh6TIPFBAQt0YTk2fVkCYvJxJ6/QYQH2xqyQFlVZAHVEjGEzPF0D+JafO0tNMQBAHryelu1BAjJgaOirJNUBaPM1hzCgnQDKFn67kl1JAj6DudQVDU0AxgWslNNYiQPHd3a8GwEZAVsauLNK1UkBIz26mdu0zQKIIazPmVFRAsEis/DW2U0CtuUGkyR5WQEJskDP1Z09A+D9h7Aa7UUASfZOP2gtUQEbPSaUZGhZAyQFPgTYrTUB67tpTtlVRQH9waqubqFVAAJrSGO1BVEA4s49JUztXQBdJekhp6zFAM+pWxWyDU0CtEOwW6/88QJYxXGzIFVBAgoNJnYpoVEDFo63YS3hMQAIbLKMQOVFAsrSQCuZVUkAt0vAyEfFAQM3FT5ykB0FAM6iRSCxZVUD7/EcH4L0VQJyGoyr0/C1AzQtf6ddTAkAAlktIhWfhP5DF3Imxsj5AFK9nL1itMUDXimMFrXc+QBN9nuIffUZAxyEAdukAWEB0FdzhoH8XQJZzVBqfPVZASuCycxI9TEB03Ko5//g3QFjSKnLnyDxAgGD+olNAVUCqkKfm5eVUQBGLCKC7/E5A9kMY6pfKTUBasnUt4no0QIz/J+euV1hAx5rYrCJxTUBJIi11bYU5QBnVJUxyvUxA8NU4FxmZBEBvvOClI+oHQNSsUj9s2ExAS306LybfNEAMN/Uj4ilQQIbB4W0++jpAavU5uII/OEDMDVmBlf9TQD/MQByypylAwi1mS1ScT0Bsc8S50/hSQFJmbIPNjTZAFYkPUP0bTUBkDAtkdGxCQDqgyLVZjVNA1LMAofcTUkBS/3DEz48+QNqLnkhIICFA6s92HPQyN0CxQfD+MwM9QGzVJd3PUlhABrPI5D+NSUBS0FTfS5tQQDahplkFGx9AJfeVF9nwMEBEC7a+GBssQEpQjuFlRFBANWfb/PsbTUCqzyC2pGJIQDmN3ZVM5VFA+GJDu35hQkBWE9ceAOpTQANvGos1L0dAakdaVXy9O0As3ktqOI1IQFwHXoSX1VBAo43fNstBAEDA60CNCvJJQKWv49U+bCVAjegcHC9dGkDepEFgUwdGQGiE7W3RklZALNcyZUPCPUCSkA75EttQQIkN9US0WylAXT9xWPjwHkAPy+4E6/9MQIj8rCtrnkRAHDrKYEQeQEBpRtaR/WZIQBHovlIhS0ZAFKbiZlosTUCJ0QHoYUoZQA/nG/idClNADpbZBXsUSEDF7RC93OEuQGgD6wLL3SNA12ux6yNVRkD3qmtxjqtWQFWeBufg0jlAnN1wzQswSEDMXRq9rVZEQAappB+R7VBAr/epFjh4MkCdp6Ct/tVHQLXu8Lcff0lAgIUD/2BJUkBgYrlGY6dUQDZLRJvX9hZAXmNmvp24RkBg9CG2JXUSQNbSW4ZTAg9AsboPFaKgVkBAmXvbXPg8QIQNOOjKvhxAyrp6EeipUUAAdLMaiLNKQClZUK8t1VNA5+l1fZBxREDZWY8EdFFLQIXr4R3Z2VRAFaUemv+NUkCSQ2t+jR4cQLvpIcvwgFVAXCCTJebxWEAmMZuBiABXQAdx7lpH7C5AESzyDmJdTEB7tuDYxGNYQOGAZD1NnkVA3CM7DHSBI0AOxUWlU6JLQNR2wncHR1JAZ2/hP47fVUAgnRPTrLdXQFT3eClPpVVAhZeCAfJtHUD61XC2CK07QJoRXK0NSlNAvFuPHui4JEDD4OhpZYhRQEPQrA/hqDZAvSnQQti+V0CeX2iTpdBIQHBLEEEs40JArYo21pN+PUCZWrMgTv8hQMOe8k8Mr0VAgO7nsa62WEBWiR2fX6VIQAATjSMd6EVACy1CkZbDV0AIo/menp1HQP3drjxxcFVAjS2s48NgTUBCk0qZE61WQLeDVyK/XjhAKCwawQVBM0Dp78wNfvY0QPd6LoI6H1JAWaMggjIzREANrmkcH3JUQG3hEN/ZFlNA/pdc48V4RECeaavPrKxQQC5vZnjhl1RAVtvmA2nsVUBtMl7Vk5FIQK3TCxw1VkVArzVndVUiI0DbWsMKocRGQAaLdvfgERFAz8WeioyTSUC95jnDScY7QEbb4fkz2lRAWudvKZKMR0BT76XNfNpWQFp6wkhBYzhAHRfCdP+mVkCfgZUeS10tQLTtdZHs7kRAN8yrKCoNQEAVioopXdVBQPZVWMHo+k1Aru0oFxeFTkBxRbT8R/RNQHBZr0xmNDlASJDvadQKVEB0oq0Fs3ZHQG1upyexWDpAEMEWcUhkQ0B91GHGjyZPQIlf7jvtYUtAc5cfQJX+REBmYyjw2nhTQO4aUj2HyCtA3d5ca16sMUChLvCOY51QQKOew91pd1FA16XrrYweQUAcVVjiUp9OQC3wDbDBvTRA4mJa1QPdQEDWg/CaKwY9QM2IJhD0PlRAZvfK5c7aNEC05VluRtZTQKl2bAeCnFVAIf3kEEbJSkBRq+7v89lQQA6bWXkwOx9AHHnSsl+ATUCic9DqmlBTQCkaY0z5VzZAr0DylLkIS0AukNrQmqY+QIzyYZ/YW0xAkcayW23BTEDOHb3PRowmQLo6nIaeEwhARdcEj5VGUkDomXQmAoFKQJDt9egD4VFAuON9YzsUHUBPkE33ikFTQEmZFZc830xA++7yHbZYVEDQjXyX+MEwQCed3TNrnVRA5KGPwIcTGEBOgqkzWhomQAp/bwHbVFFABuefEld1T0BHkVPhMv5VQLTBbumFi1BA9H4cuUocKkDagsBqIEwSQNnBr2LAEiVAKK4VztUkWEAEukI4ymYzQPzB/xTkHlRA+tvVi3u1HEDzC2vHtIVYQCr6/WGWhVJATtTWQvihV0DbQEJFhqZTQKykfvhST1hAeW7oy0JaVEBgh36J6zpYQHEtue54+lVA0B9XoEpcO0BEudpCXM5QQE92LaiRdVdAfsl3HtHQTkCBkcIue+AdQA0uFAOOIkBAkSsjLRkOT0CIX+fUkhJPQJa2mV2ALUVAIpNYTQc8RkD4APV+vmlAQAgh8hDw4lFAn1UN1sEBS0CCjiCeenFQQKII3K8ir0VAnVxJzrsnNUAFYdNvlds8QOBTtcCQ3z1A0PkT83ErUECWFl57EncpQOp1bJge5yFAalQHPNk9VUBBPwFZf+1VQAWFOHP4XVBAlXOqfwDZVkC8YdPmWStYQGOc0gK671VAcjLNmNeuVUDWM5uRL7dMQHjU58mlVldANJM7JHcDMkBQvKBNUexCQHTEHttrW1FA+nD3+ZUWRECUSwYx04g1QHKGFQv9w1ZA7N8OZ7MDRkAGfaDNHKNCQL/56FwJ+VBAu5L+72IBVUCBSSDnUKdCQNDflxFu3jRAVqe+wgvMSUC+DYryeE0jQAmaM6mxa0hAnBBT162nRUC6Pzk1UYhNQDpyrkwbjBBAL/6QAG53Q0CAMAuNZQCvPzB9jl0f31JAH2MqiTlyTkADUx/MH0tWQPXBhHP1KlhA0KEceXT3zT/RP2xOkwROQDbupklUZjBAvJiOG4k6MkDIqQDX1mw3QAzrjMTymVRAskmNLF3TS0DcvWQ/LIZIQLaqxnRRyFJA8eLuiZ8aSkCBA4a1hsU4QEMWDmkmkzlAKXzJy+qxMEB7FizjhHNCQCGxw6TBOipAsPZfu/GkSEAPuH+EnC0FQHNj/HZ/tUpAqSCeLN29VEDNOtGhZY1UQG/XL2mucz1AZdvbnlUEV0AKdWEdDLxWQPYcRXNz9zpAJk7VIuNHGkD14N3HF2hJQPP5Crs6HyxA2NVN/u4rU0DSNW4j6cssQCk4tX1A0VBAt8KofNRRT0Dqg/0RuRRWQD59bBb0p0FAAnWMXVAuWECAZDhlsI4zQPQ1oy9zjSpAbnDv7boIP0APjE4CR/FUQINGl/Nkc1dAsr2hcAaMUEBy7Dzs6VwxQBLIpfF+cUlAYFh36o/oUkCc3WbtfVQEQPGQEThXo1RANN9sprV3TUDwVahgfnMeQGlm50hTKCVAfWlZ1vB8WEDw5L7F2LZHQPNfXIdphDpAbX2kWNEYOUCm1TujWvhQQISpUd0qxldAF8cm7Pb/S0AITleNgGEXQArU33crZ1hAMRIHxgr1UEBr5FesTBNRQL0xgkszoApAwTC3eT7+UkC1Yjd5+mBIQPg8hWcIbVhAzXrdxQmMWEA5YqOL0I5JQDM9neXl71hAa/k6SqZVKUCJDiC3CjBIQHkV2JfbRFBABNDwj+7NSECvrg4ChbVQQFNj/HQCi0pAGH6eX+k4R0CKzBSRq2hYQLBLVB0+LEdAwGStp3YpJEDcqsh2MdJYQG6cCfotc1NAOtRSqZNZT0CJeClnxwVFQMoZ/qL0I0RAosfo4zwDQUA4w6QEklBCQHJ+r+YNGFJAU1HkuKLKUEDupoHqxJhCQGfAaBro/UBAlX9wc97fR0DwzcBusFwjQMJRJGq+H1dATiBzwHpzSUBMrjlp+etDQJThkeDa2lVAaH9ZxgUHUkDC7xIgXcA1QCwe/X+FHUlAIAhBMp2iR0CwLZijfhlRQDDX1o57BC1Ac51N02TMVUDdI8BSLShBQLoMBlaYr1RAHZZs7PoFTkBzY9+S20xMQJeiBqnGnUJASNuELrJkU0A1/jq+591QQBF1ZeOzyiFANe1YealkN0BzKBbRBbxYQEjkvLkBqE1ASO2APitBFUCCfwLg+eVYQCnOtaVoDhhAk4oS4dkhUUC47lkMDoFNQIxSNOjKWEZAagyR7FX6UkBgDcteqyBTQMRsTQvLJEVA1EeBYKBGV0AIDRtzJ+ROQPcTk6yowUJAdX4BP4zzOUAh4EM+ILhSQLedcBJiojZArfVvTsinPkDXZYYbFSEtQC2aaNW0YUdAzCMj5c7SJUBd/fNAFAhIQPR7jg2KhEtA/eAbZBtvSkD1XUAyC5xWQLj4QgH81UpASqD9ef8YVkCMQY9ephxNQFIkkNh1PSlANDRCVWrRQUARqG2edjBRQEb6M35B2VVA+UfHXUDRBEBZWha2xTRYQLX0GrfXqEpAqiFtA40CSUDvWv3QyNFSQIgEBhGTYVRAVli083BoS0BbHfXS5CNBQGBMe5S58UNAq2x8gVlqQkDjuJ+rdzlEQKu0HVMncVVApvY6CQNpVECSxr71PBolQGekzR3Eqk1ASoyWtykFV0BFl7kqxgtBQN6Y3muI4E5AaF2KlnDYVkB/aKpYzlRTQDw2AiMmZ1ZATdz9AK24O0DyLoM8tpAxQKT/gEP4bjRAIfBeFFYePEBEYYccAbYTQI8bqtVS8VdA93LOjIiZWEBNhzSAMGJRQEPl5NxapzJAWM/3iDP6LEAfqObgLW5WQFdz/tuadUFAUoZlabJMTEAJgZpx6wAzQMCnPmM1AVBASyHzjGXMI0AgukHSsjxAQLGWJp+XPlVAI6h0nuWgUkDE3u355INSQNv3iAeVZ0RAMC1kmS8JKUA0iuLT4RhPQD8wY2KGzEFASCHdT6M3NEAerWQXzAdKQKa/5849gz9AFAlJ0C+5S0ByRAUFO1ZYQHrc6VrvSCVA30t4qesIVEBxO6SmVrQ8QDatDB6nOUtA5cqrVLOjG0BTKuCMdTlEQJKG8PCRkU5ACXifD9e+PkCWlItvM2w5QMzgxnLmbElABJbDOJ+IL0AvN0qooz9YQAx/0xu4QitAwW6zmsdvLUAyoecRzdc1QBxAKfT/blhAi+VCPICeVEALD9nqMVtYQLeyhEchiURAYy81pKoFUkD3OlRBXkxTQP28jhOWE1ZAcj037MnPV0AoFJ4b+VRRQKNAvGinWlhAD9A8l4GXSkAuvhKBjMU8QBMFzyzNP0lAvrXXLbGRPkDlW6OYY6MyQDWYEu5fukBAfg+H1W15UEBmeeg+R1xQQMNn8BQvoFNAZ0lzDxl9VUAvlF5IlmRNQALc9ydz6lJAbf8XmlkVRUB50F2d0/csQFQ4cUmkJEFAxpIAXWshSED3e8BnqcVVQOk2aR4UxlFAGX75tUVsMEAtwtmzVkxQQBVqmoGtUTxAO3F87LqhKkAK+I9txQYyQNsuQqen9R5AZPWmgZv5UUBtukfv+S1VQPqubp7ZnUxA+pFtXwNWQ0Ceeczj8WZCQOv2ZURY5D9AWHxbLEDPV0BykP+YMs0cQDleY40Pc1hAVWUXpmd6IEC48tkoXAtWQKlL1yLUR05ArVkJJuFPQEA2NNGLhpRNQFy+hguk/lhA1F+njSriNUDdHH0tYndWQBEVfKSN0UBAOH9lJW5wNUCAzskY6uosQGhLB7CYz1JAaJzsZlXmP0CUXumXTTxTQEFFo+GcyVNAYmvhzybbSUBvw2evZO5VQMZ2IoVSlUhAvr5+uKthUEBkjQaoOLMSQFiAAQ3R80ZAqRaPaMb9REBpIKfJCdNSQK2yx/W7aVRA2AqDZ3OxPEA4g2j4cPlQQJpVNBaJKzNAwBkNc+AZV0DpIODNRcVVQG/y3cETlkJAXEULlT3uU0A0y3xPLvElQKhvBbHPXRFA8E9mwUboQkAB46iYmDVWQF4QKReI40BAeLSMXJNyUEBhjPVLQH5UQDWvgzKyuVdAiEZb4N9VR0CcrKp3RMtBQFSANiSyezVAqLYS8bDoEkBkeWdHS4BVQFywRaWUEjJA2x9N+9qAFUAjiVTXvalQQPcVPGzA/lVA3EdM1xaN6T/axaCemM1FQMbaUf5WMkhAbjc2b2mAJEAzgcXb2dVLQL6tZQkjHkdAdjxUmfz4RUAQ5u3wS8cUQLSxUQVg+URA0hxDH4sbS0DGeU/AOKYaQJ9P1jiqrUxAS5eYuOyeUkBoelmEcMs7QGXrwVsR8klAh50r7qpXVUAr4zKZndw+QHh2EojxMkNAnRRyGLxYMEAonDgUa/I+QInf0QOiAkdAYowHSENvSkDu1vu9OcggQMk28cJw+lNABpvYSsRdMkDU6rEVsyBOQJHPT9PY+TJAnAGe4sdbSUCmxDsCNRxXQM7wSdWGjUJAbyMW39mpQUCxES8MnqFRQAL3kiVCp1FAa9oA8tA/TEB04MyCJnhSQC7OeE3dR0xAwg+RFIrKRUBYvT4xYgpUQIiSRq1fhFNAQG6or/naUkAaQFmDxYw4QCScsKv00VVAhOFw1CSRVUBjq/S8vHJSQKZ+QpC+q1BAV1cBLu+uV0A2QYlDGJJOQI0t96UmglVA27TDGQ3NREAHoWwurahGQB/g4kmwkCtA1l+TQiqwUkAi6U+ZzqBEQAbI45Ay7kBAyRSqguEBUkAxWDtEXDZSQEcjJjHPfDBA/LlkDwxCTkBwB3uP2QonQE6A1bCjWFRASqX5fb0w/j++DUBa9s5YQH6Rnerc20BAbML5usDdUEBXxNqF7bNBQEHrKet7FlVAk4eCR/BiQkCKzO84QYs8QI5KdxagSExA0fKur4XZUkC0iFiMJa4/QILRGHtKtElA7P7lwvcxLEC+WjiaWAMxQOLvqJalck1AIwMy3FtpH0BRfXhsjK9KQAyeWrc9aFBAMY3rSO4zUEDaIRvB77JYQCCzyNHG3FFApBSZdL9tBkClbBoE679QQBd5nQ2vNUxAhT0PKqunWEDfRRlCPtNAQGhvRVKGRRdAQP3Zr6iUMUAtYKS285sOQFsYZkaroTBA2G6DxgNuRUBCyIG9OQZJQIKJhGHW01NA3L9Od7tlKUACjZ66qINUQKx05TjuQVBAKJaPM5HTEUCYoMlYvIJJQKYcIxjCe0pARZP8IfQsRECBJDOq0LtVQFl1oiF3nEFANC5cuQKaTEByiJwhmH4+QPoU8SS0fTVAkY290CrrUkDl8qoftZNWQCC01vIvMktA0g5dMMECNUDK4TvH4PNUQLSs2uBTrlVA/36TYX2YS0BWIT1Oy75RQCUjiSn2sjxAjFVAQjOKSkAOJN7g3JI7QMsvTcCN2VdAKHXXPdvtO0BKxDGSfn9BQOku4L1MpEdAbKgGEfDbS0BdjxoBx+NHQEv2ajum/FBADrwFErsNG0Bl9WIlScBWQGZpXaB7sjxA8ojg8VAvBEDQjfMUC9ZAQDc5jr8nRVBA8sWQO2nBQUBUAfVq6tJKQMJiW3v0zSRAFYFVzZ/2HkDgv6ph12jjP01G2rswakFAx7UEGvF4MUBpR5P/rbVOQKuAHej/b0JACbvqv7j0O0AUmd3jIihSQLrBBikf+VhA9N7jv4+jVkCWfa/fXdBFQKDJF7o92khAlzzrAp4HTkCs5X/Wr2dJQNGEvrxlU0FAGWu0Q7s9V0AJx8PPkpBNQMwmkyg/FUtAmwdBaCqLV0Ca7oj+GyZLQA6DRtbW90BAvyzn7/rOUEBwu5snIZsyQNcWmZY0Q0FA4SNmnwOcPkAixDS7swRRQOKaGIQFmD9AfhYxkjmlUkBCE8HfLfA4QOyUmsDiPEFAGo2y34yPJ0A/tZQNbBU1QCDdRbnYrUtA0SbYIZwcUEAXOshXsfFSQEJFEU7Yry9AnYQwUvDfU0BOpfajHoNLQCwkuOWYnldAN7K5GaaGV0C1n5UPhFQwQJoCcFV/4TtAUvUq8SZ0TkD8n5+TtKVFQGM5RS7ulTNAyN/dnToyVUAPewFxPulAQBLKrw44ukRAn8GpMWapV0BcousGjtkrQAwH1TYiqERAeqBRrK+BMkBImBdGpixQQJtGFlXevj5ADhgJjQitIEBurx3x/EFYQMOE4Tj6/lNAIDktHzKrPkDkUvxghMVQQDN8fFEpiDNAxCN8ZL03OEDEvBjLtkxJQOOhCiTxQFhAHoOJxx6ERUD71+pHQ0xVQGsSqMpyQ0hAsEef/DGXV0AnUXGzD+Y1QMxyaQ8m81NAIEykH6WMVUAaV2qAm6QoQIfBinUMHzlA5R6nCTKIDUADSvbA8EtWQEqkQKI7IBdAFaytr+YuO0ADBkxOeohTQB/ym/PEOVhAs8b7U1unUEDmEsOYsIdLQEwDDPou0EtAA1ylfB5ERkDX7xucOp5OQBwZ4DYI/zJARtSX+iAqWEACSgA1RPwVQFVoGjy4x0tAdva6VmqSMEBkNM+A+e8zQP9xn23LEjFAdCVflL62V0DCvREh4+lBQO5tn+fvCyJAJpXu8f2kLkAN5w5cmstGQA3n9nNbzztASZ6/x/+2TkDYrT351L1OQHDgTjqIBVZAaURJ+XiAVkAgkL3mdaE8QDvXYQR8f1JAFzqsmcX0I0C/2fnHQzFEQEyRemr8r0JAaz2rQb88UEACxeMUUqFNQKHFPStQ5QNA80tcmjPbN0AdQm1wyZNUQJnBoG3wzSBABqucrrtUTkDkE59mamQTQJKduFHzZvs/eQG/2+YxIkCTWXxHScJVQFpZILBiQENA6SdQRiqZUkAx3FsiceJTQIcPfGePIE5APt0sYGmPR0CitI5tmmVRQLBBrGdyqFRAQLO5NFoAVEBfkNVtiCgxQMLtZqd+EiRAx3F2gk5DPEAsN7LW1Q9IQBJEjOnBG0ZAUwL3ruHmQkBuCO8QwPhSQOPW8pcvClhA4g0uVhfRUUBTh264itRLQMDigBcAYElAY0dKs+RRVUDkIkzpAy1TQBpkIJqVbkJAfp0ruhI0VUDHqFHFlvxXQK9ht9eDF0xAVxNql9GZVkDXHSkGWktNQPFuoXY7FTNAOVUuPG3fMED4OaZ/3vBHQOj360w82U1AalV8TuE+NkBZUpJCgqYPQJe/sqQkKjZAF+/ZIS+/REA3sifPmg5BQO2zPIqFVFNAgdqIqCpqUUB9EHQnAHE2QDxEjHmwiCxAJyShqiaHTkCCyKBFwNZLQEc22VNRbCtAvJyjWN5AWEAKA3tDvaw4QB/M/oOS01NANBdcj9YzMUCOU9gwN6lLQBZZi5aWUE1Aw33mmkXOKkCwcJyqXrJQQIQ+470VaUFA3FLag81AVUCdinx92pg9QJ9l3kzbaFNAiC/vlFZ05z94rfCOkAhTQICiacQZaM4/3iYQq1x0IEDVky0rnG9WQHUdUS73lE9A+7Owq69ZJEBijMX8NmxWQLGImRWJM01ARn75SU1AQUA09AoEmHRSQMAlpMK4DkNAGlMeSi/ZSUCFQoBdInxMQLwTnACwXRpAkp/r8FqvWEANlKEhv5IwQLcMCOdFsUtAqiripI7pS0AToIknI59VQFjTIWssD1JAiVGKWsFWVEC7Jw2T41JBQIQqFvt6sVRA9dCL91FdNkDG2ET9cylUQEBUZsZkbUFAFwhWW8KOV0CF6EQAHrFVQHknrYH2QlZAh9gKdUDsUUD7avnEu1FGQCAM09S0pVRAy2xy8gDOWEA6xWnaldYyQGN0lb04X1hAAQaa+0WBVkDmjM53sPwdQAfecwSFj1hAO+xKLzzkQEAoThyfPENSQPz4Hn4VwjVAORZf7YJmRUD7tV6o0LhJQBTHsumqBVdAOcwbPfBRV0AFNLPf35o5QG1tJqtQ5kZAacL1s8sET0DmysgnMh9CQL9qVQOOmFVAngkdMkKRU0DKQasZnHlNQC2fW2FobzpAlPOXT89fMEAuasmJ4XkmQKaKg5fhf0lAY8n+Rh5VU0BRbBGWuatSQByDDkbOFFNAysqrVIccRUDMsiezDKtWQBWM+65Dl1FAVdQRTiO3UUC5Ecocpt9WQDb75QcB91ZAPH/neckOQ0DMXtLjsKNSQDaJ9P1e3k5AgASx63u1R0By4QoVBsEyQAd8Ah/T2lFA7xM6mEDLU0A+HsAji9FWQMTFIO5JBzlAMoc6veexO0DgKXQeA5NDQJ3O4NOZ5FBA/67AIZ6aIkDSydnOXasxQLpujRbFildADtYx89OZTUCKAygsQ/lUQI18jpQUh0lAYXPJlR1+P0DsjwGcU15AQBUzvGo6Y1BATucKpM6HOUDq2uuKIHJSQIddsE3ZKUFAtVMXYpSLVUC88TFjZCoFQPECsGvsIU1A52W7iqG1VEBYqX7NktYjQIIpIv29RUtAf6BSkCcjS0DiKMuQgWZTQPxHoi9AojRAKR1CT0DzT0DW5p6KE/RDQKbYRFtrzCBAH4/GiZpZV0BLpCIYG5pGQHmazl81i1VA+JnmVnBGV0C/h3nldsVQQFtJEpNm2E9AdfovgRr6UUC2ve22uKg/QIJG1ZlwIlZAlzhTrBsWRkBTjvAOCAVFQFz+pXniMUlAEgORFDt7UED6Z5kSA79XQCtK1NCQhkNAz3QfzmIBNEDZfKhfM39UQChko/2O609ASXPcgFQGLEBM5ZcrvOg+QHhF/Jve3EdAyxtzk3WZQ0DLfJ6mQM1QQDUxiOV9PUxAFrpfCVnZMECee3ClJbtLQGPihoE9HVBAN5DZIS3QVECAUqk6XSRSQDWrq1gH20BAfsi9yYwuK0AcgHOni64fQNopa4uo1UdApY0NW+M9UEBJPWmD8shSQPR7mtSUXzZAu/z7QKy0RUBREJuRbnhWQF1kV/lqtEVAVz9qYEY1RUB1rir8CadWQLpS4WiL8khAZozFz8LyWEAdD8s8lVBEQHS60eOtalhA/bJESdMrVED3Jf2eHaEpQGZNli9N5EVAxUbz6KhKRkClfEQEmmZXQMUTP7PGK0pA4RIQauGAP0CHnJ88QBRCQMN/9NbrtVJA+ZRe3CElREDzQiYjRCpGQJlSzZUOqwVAEGUVAXh2UEDjmSJEHZk5QKys3qeK2zpA6nfgR0UxVkDcHovuC6ROQGCcVZ4MYRpAIH/OIwh1M0CE/EMqU7EBQLMYjVjj71ZAWkz0aNr9Q0AH3/rel8tXQC6P2K5C2lFAlnYJhYPTRUDy6b+LxRtTQCoMwcfbY0NAGJoWaZnYVEDfp2VOBsJFQM6Ueg7aQVhAh5yRdSVCQUCC1rqcTCtGQN874Ke2ZkBASdlRVtqHU0A26PYbK/tFQAyRmdNM9FFA+Dk8Wfm+UEDd+2So+oUhQNypfMsLhDdARCpL0zdLQkC/WS5y+YQ7QJTDgPtI91FAQFJNNGQzwz/MqNaSDclLQARBY1e72k9ASh6j7QlNUECt1IDme4hQQOT+V3H3/DdALJ1Mqi1hUkDLQIhJsSpEQHjb7GhE71hATkDC9FfiVkAWm+1iiZFNQFOUlQMNT0VAReTaXPw5U0Bwi35K5y89QM0fBc6taEdAd+udcVdyJUD8Yn8Q46JCQORw8zoigg5AsJ0PjP1dV0BmF70wg8c4QDa9oRZM/zhASw/Bw+bkS0DvNJeSyIUYQHI5E3saG0FAED4Z0ZwLT0AKBHNTmjZGQEuJh5E5NEZAjNqAg1VfU0CCaBqObS01QJ/5AKN/nlNALFPpOuGg9j8NhaAYE+ZXQIbWko0FOFZAP0ma/WM2UkDCU1YBBoZIQNdV4klGsFJAmWuF4lUUUEBdcJ6JEmpBQMhQKKjlWSdAZOOJCPqZSUCRA03Zwac2QExje4GoD1VAcfB5Ss3KREB6c4saXOFDQDoVgCFcfTNASCy2QJkeJUBJS7++Z6JHQO+bw83iHzZAjI7opdR6TkAJa/8mtt5KQOgq9BuKv1BAxx8Fl06dR0BxFfHDTJ1AQEm0yQDTL1dAjCf/IAIATkAi8H9R/nVEQJQKyYvsKThAwu4kC9WBS0CJJmNWmj4+QJlobJyMhU1AZXNWQo+sTUC3a8w/zBxSQI2FnPAMHVVAVWoVMoHjVkBwQxmhjk8fQHUkOXs85k1APTIl9FxjUUDAOwg7771PQOp4XtF5/lJA9KL9Jh6uV0Cc5KE/prRYQBBbbynAgx9A1mOSjY+cRkDQKiCW2/U6QOjmhAOx4FBA9l89Y/nZQUBYLbEEdRlVQEjEyhAGxVdAerH+20G7UUCCzAVL0l5AQCbODLMu6SpASPligNazQUAIIj05NvVNQJzwtZFt5UFAHnR1BGjcUEB5HYhpnNIxQIIDRcfpLFRAIFYp/0KA9j9VAQGIjeJRQKkNEg+H2lZADv3Y2B1AN0BJ4FtyxQlWQPe/BvQiIydA36KgRP4OSkDSo/2p8cQ6QBJVv7+Fa1RAgBGNUOAJlT+gQGbRk9ZVQEocIaUjwjRAzCpHJEEeNUDmvvMLeeRDQNAXb7pmclBAFmaZT1vUV0AkWbGwRbweQKJB8FsxDUBAwl/9bDJCT0AWvbVjzs4dQHZhGFGyyVdAgEINKvV3REDRe88Ik19BQOo4FNIGMSlAmIRyplQmCEDcEK4B/vkiQNNJZuD9rVVA+rbh7UiNTkBpXEz71Z1VQFlwUN08J1VAAviUmqdxUECTJXIR9LJYQGrwDWUZ4VJA+LudviFsKUCDyokESuhDQC7MsRYnLBxAKGmdQ8PMUkDei348nHdCQPimmmjQ8fM/Wkxk9+cGQkDpdrl4nZ4yQPoWdySrxzBACpWlh2kUWEB/dRoc3QA8QEYrDhof+DhApD/pBGeLQUALTW9pxrVAQFaQB9SUdkBAByb1gpVjWECgnLCxHj0/QKq34dU8ClRASvcVcpRQU0DozbC8N9ZHQDVEqKanaFhAhLsJ/V+dSEAhSmO/8qZSQO23eEocxk5Ak/SKjkgEPkAveEvVdIVKQJ5fo53XAVRAXKpnfYXwSECFz0dBzVRYQKAo0MjHACJAFvupXMH1K0AvofOICF5GQKwR5hTxc1FAa9LIDR+fVkAlzFaG2rtUQCc3x5wLHQ9ApeIrorOdNEBvCenQbmg9QIZk5thea1ZAJS2FsMHYT0Berv1F6QdSQOQnBpPu4FNABudzH1PaD0BYp/uK7lhCQMNw8ppB7T9ARhGDShfdVUBcxjYhTtNWQIidK+l33VZAw0x9HMHCVEDq/MOrJdFQQBqCkS9oTTJAAp6fySbDQkDw9/0UoRA6QJP77pwbO1JASdXMZOFmRUB3gwPQ5uZSQGZLEHy5lldAc11/fdqJVUBPhp6j/ig3QAXMT9H4XEJAdxlE1jMxREBI+XU9smpPQPesyWqo+kpAclkSKd0rT0ARYQDK085RQF+ySJgL91BAeBIB87OrTkAmjiDvG6BNQO7odYTTGDhAg4SIqlHuU0BfX7eat4I3QM7wfpoNClZAP66C+d4IREDLJStMvk1PQEbhalcw00lAIpkBcSl+T0DvO6XT2uIwQDv3ph6Ak1JAYMMIksS/VUC2FyI+SixOQF7WJbyK/kdAsOysICeEO0AZorMK2903QNtgeA0xIzZAf6aUoPxoVkBEmJQEoGRXQO8q8UH0YVRAGufbs8DsSEA6fq0QCGhOQCOy9NqQkkdAMp0mmQprUUA5t8wNxMxQQJ4r4+i3oxhAuLbt6/P7SUAG3D/K0WIsQJ6CJtYH8UZAZg6WUyMGT0Cmfat6AwUwQBgp2P3kHRFABBM/wQafV0BkjuuuUKMyQKwYBYraOCtAD4bCb4+TVUASF0X2TVdDQHMQPHMzIlZAOVKOyRtnWEAI6o2r0+ktQDkV8nAk8VVAFdsC0OBtIkAJ2OfBSq5CQMtq/pca905AUb/F502VCECPAI3yQdE4QEOt/hYIPUVArpebL5yTQUB2idFd9OtPQILS+iLM/VBATAauLUJePUBKuykvOdhHQP/p2u9mFFZAZYk5yIofQEAVYgwN15M+QIQtSAscmVJASWUDl0WJH0DX6tPyqphIQIxBkLQOsFFANGs79OcLUUC5E9TxuBFHQLQbyusBX1VAWJjPZj4eVUAJya+SgYsFQJJzbGPX5ldABIl0s4jXSEBFXs75mk5OQKNL6y6SwVNAUZTMpyJNLUBVDmy0TlwzQMh9L7tUEjBA5qKOaMMJLkBW1pyLVVEwQAzeOX/znFZAH9/aKNuhVUB4Gus8JbkvQFz15K7kbU1AHI1urTUdQ0D6nZXPNzhMQFMGrRMKAzJAth0MQmp2V0C+ClxYH9AhQKvOkSPMmy1Aw4eL2DvmT0AJPmRnoytIQI4pfVitSFVAoZvEGwVKV0AUG965i/dHQG5/Jar0ejJAmDaB5424V0A/0sAw8kJMQBrG4Gu4ClRAtdiMIj1hVEAFmmKVdWpTQPKBoK0iglBA2eLQlt7CWEDZ9DYNoLNVQNTIwdNgUCxA2hkY6/W4U0Che/km3cs4QN4H3F1WvFdAz1z0MtwAU0BmxqH/bmoMQLubY97arwNA+2hlnX2kUkBqpyZc2dpTQIZND5U9yVZAf24r1mapVkA3iFvzrZlYQN7wLvfV6DpAWnhSg4f/RkCePUivcEZWQAJw63asOVBABisIyRC1UkAvQEWf2aJUQDK64fysp1hAvD3aE3Tb8z+26orjCzQoQFgQ7LnZeDJAgAoXt+RhkD/mUfD8xbsmQHNzUVrdlEJA90Pnhy9xKkADV9POtfBEQBiLLnq7aVFAp7t0uTBWVUBh0Zm9XKVDQITNHPSCMUNA+0yRAgGhT0BmD3lnLolRQJVUBC7mr0tAT/WFCaXdTUD0Zu3vLPg3QCdFIhVQdEFAOhm3WVYnS0BxSbOxH5JUQEru65pb4D5AptqTXqZLQECX7JJFrRYsQCuCkGxulkBAGvxzaK7wSUCs2ROIQs5XQHyUcVH5OThAHN955mmKUEDKlfjdegcAQIp4MLwZmFFAZmdNQMo8REBXeEp018VRQLzaj+3P6lZAEuM34EGyGUDXRWEuDmpYQDr4K8JyFExAEOvasz4WSUCJwGaXg+dBQIfUxhQyLUpAuxdFfJvwPECRZVoIQE9CQB/Ur0wguT1AERa73iEtWEDyiJDMChlGQLKVyO3+PlhA0Xjmh9LyQECz1hpabwdQQG+l0oos61ZASPeKfFxbS0BkKyf9+kxRQNcsw823klBAFSNfT2CzVECvRZHlbcNWQLre14dzxk1AlhMBzakTT0DcMVNazxQ4QOB13Mj4xlFA/yguXx2pUkDYJRys77BOQErd5D2PhPo/tABdjQD6NkByHmyVdHFCQNMWpPuhqVNASTtKBp6yP0D8yqqZOE8nQEL3BGbadkZASRQKp59/TEAAvw6ZjuFYQBW7c2qlRi9A0E9LTpb2K0BJc7RShUw2QByep/4n1VBA/lcsZsbuUkBPF1D6e/5WQJWIQLDDtk9AaLJ69bW5LEAIOaG56JVSQDm7vDDFoTxAVXcNX2q2R0CdkuzGDS46QJXIm9gUWEVAMZ7zHtKgVUDRQ5QWwGNYQK4HtxsCpkxAE4PnDfzmPECGJDcvLdcjQLp8Fn2NBVZAxn6P7QlRSkBeZ7qU7d4ZQLXo538YmVBAPnvQSo/VPEADwlM6POtXQC4bEXzxJ0dA+SBXmouxUUAkc+t3FR5OQGG15QEVAkRANAIxPMzvQ0AhPb3LsTBYQK4KZrg4TyNAEuvyH8SbQUCSDt+QR95QQGBbCwXesi9APi1ENxz2SEAKBldbJfNGQLcoYn6wNFVA+3H8YHAASUDrb6wyNyBXQE1Qaa3o6jNAMDOple+pIECbxmn7w9ZVQN56/CgfV1hAffeH9o6mMkDKYtH57hJJQHFuG9XcWERASj6lpoqzOUBWzphFB0pJQN4K/e85pS1AFVzSUguNV0Ci9GaH4WhOQKoZONbjJUpAhlZl+AbfUEB16pe0jZRRQDii0a2ntkhAsdMFRlMaUkCow9kN7hhTQBnJHEejqlFAXslAg4t7TUAp3dKwwhw/QLqtCSSaMldAd/lrwB3wVkDE7txgWHxVQOLzW1MCIjFAwFlQWxJeU0CnCtFwuPo9QK84D1mukyxA/7VregyNU0CPyW7QQ4syQIp0urd2ilNADC654klZUEC7UMiv/n9OQMavGv34HBRAoVdqizWtU0DqcaJZIuNHQJzXOSie4OQ/jtlM+IXqQUCtv4HZa8ZDQKGc78erH1VACW9UyXbUVkBH/pEPxixGQHNi1YP7UzVAhD+LlExHSkBESZLkbDxNQDJm74i8FjZAxG39XS3TV0Biu2jnEho9QDp7p4tRd1BAUo+AbFFdQUDQYAEfAXbkP2Va2CVphDZAKg3yAF00JkAQiF47Qa0zQLVZ0rfk31FAW+sms47PVEAkX0wioGhKQLqIWlcGpVNAFzoaNzqxVEByz6wPWCUTQOCGxLDm5ENAAuMHSI3xWEB3yaCgX9g5QDZ9NsSFzDdAPv4FOZIiOkB16E4X7V1QQMfSPxKbdjpA1Bi6aostTUDeW9A8ObM0QM3wsvO1BVFAFp3huSYRVUBMyAmeS0hBQBdjl1rP4DNA/JUNk92OUEAWNPdgP+RNQEft1vqVDzpAAWZBRaKwOkAa82Nn5C1QQJrOdeszzRtAIAc6pyYSS0COQNLz9VVVQOhe3IvygkpAMec7A9KUWECeFRtL72pAQBHB/lCOlEFABsvSpOcSRUBrQp3jNNUxQC3XJX2xwkNAeHW8X2oROUDbRIPG4/4wQPl25b9TfUhAdExdPsPWU0B62Q4xrdtQQMBEuHDPdzBAfer9IS8ROUDjaPeEwahFQNSvokxHeEBAPSVr/HOeUUBktyBEVNMqQGbQK6zoUDVAbKt8IOMmWEB2m2FqbHNFQKR5WYITb0NAZiYkGFnc9T/EExevvq40QLqEb651WkNAcWCTa6zhM0BJg8YbRes6QDbTzTvdAiZAiZbwTB9tU0CRXKnDqKdXQAu1Ko+9kEBAc1ylmD0LT0DxsAqFv0I2QJ/bMt8sHSpAhBiS9TEuQ0C9iUPvqABDQHOcTSukxVBAHx8cUIxjT0BWYdGdjg9TQJKZHi+fWEdA40IeE8UgLEDjzHItVWhPQPBYuY3oMEJARuApR5YgTkBMxbAAH+9IQIHlVeKkA0hA4gmGoMSxQEA7hLUY0WJAQAnh2AainVdALOMRRhKLJUDGfcxWHAUzQAnjLNhvxUdAYAqibuG1R0D3eslk3fpAQJKoYu91NlRA72supZEKMUBsp89xGr0yQPs7kw9Gv0xAvQNWDwCBUEBX3h+mEWpAQPvJ0YfuDVNAllLbpZ6PTEACnGAWwIUVQJIMA5MmDUpABbGLurFUIUB/hB5vlE4/QJDsRMvqpTBASsSGhOleVkCepBHvmN/2P760ibb0QyZAtLOGTALFVkBXpkMAgstEQNyDHX7NGk5A4lUiv+glR0BjjGoyM2A5QD2IKpYznVdA78bji9kwVED1HZXDSM5WQFrT7yM+HU9AqxEkrWxyVUAGZC8gGOYrQI45T3icZhtAM2MRZiE/MUAidNKqFzRMQHH3XXFrij5AhG2hE4xwUUC4ULG3pmFSQBmxMAqy3UBAFzcMbFJRT0D709317OdPQDwkD3s/tAdAam2Cqo8dUkD4aQN/KJtJQFlGHWpMmFJAc9ZmwFTiU0CeYrby8aRCQIHl312Q4lJAJ3V0wWiJPECliMrc7NpDQFV94mvv70VANWgJ8DcxQECMCYtMDdD+P3P96B4zBkJAIeqGH/dYWEBmCg42CKtYQO0Fkyx0yFZA3UFycVyHNUBUo/hXz5g3QBGTXsw1EjdA3zKp7UQ1VkAK4dFM1FI2QIrJ3SHbulRA8HBpQJg7T0AZEXxumrhLQHxoaqeh3v8/nOeEhqUASkA8OCf9HatEQBmDHiMf3EVARndSs3TcU0A5147dNklAQLJmy7+kdEdALkjJjkmnSEC+aEq0/xhYQJNF8hVDcVVAKgHC1LLAPkAuBbX+9rgqQPKuftV9gFdADruCWLSiVkAe4f4Z60hOQMqy9s3lzk1AqCfuR1R3UECB7FvqydE/QObpcfq9Z0xAGPUgk7RrIED99ZEcsEhPQA8EiXA2BkFAIHZheczbTEDMwuZymqcjQNZirJUEfUBAoAAdk0brRUDVCy6hueBWQAXVqiyCzFhAT9a1HN7eS0BRu2YRoJtYQKzkJrYQ9DtAaDYpFyz/U0BM7FFIbC86QPWGpkNOd1RAEo0YCys+UkCxb/FIFE5KQIx8z+EFNStA19aRPmP0OEBmrINTqzBRQKFWPaU511JAIUwVH6A9QUAYDc38+so6QJjStH0o+UBAsQPaB9VrVEBT+qKrgKNWQDXCpQy4R0ZAnDgJ2w+wT0AStu6FnztVQPNe6WJJBEFADZh6PRmFPEB94AVjAetUQLTWKpGbJUlA0JMiIiPOI0CoFj3Rlf9AQFKYfFUa0xtAalJn2Ux39j+PIpmxeb9VQMcQ9pTsNlhAfb28Jwz1V0AbspOaG0dSQJdPnd0jAkFArjz9zooOVEB1uRKYVStQQOqBSssHKkFAIoRKdH4fR0CxtYJWMotWQJdbvRzr3kdAtNWaw4wR8D+/WgOdH7pQQLo79yob8SdAjCX1MVg8NkDILnrnNxkpQPhTmp9YjVRAHTGaNpz3MEABMzJw2c9MQEKbMqoiBSBAFGY0i1QaJUDsg2IIrlhTQCR5ZxsmRk5AKn2JDbhMV0ATweXiSQBHQO/fT6b7bDdA50CaLJXFV0A45+crYy1SQMWb3BxZKkNAvKDbzz9gVkBbRTsoS6JOQCOCWwPYHUxALAeB+w7eKEC2IySWQolKQBRy2Hy39kJAgTbNAg7jQ0B+TmLcDglWQFNwzcxi51JAmmgh2ihlUECZEnDvz0VVQJ3BUVPrOjNAPeURXkgZLEB46EbqDY1SQJgHs3MeqzFA4+PxuJKqP0CHjWV5HP1CQMa7fFDbx05AjQRR9Id2KkBGf/EkCd1SQEO26KgnEURA+jZlMq9uQEBfCSD43p9SQIE9yVccn1ZA0wzsHJQLRUAlYX8iHiQ9QC09vlSx6VBAGD2BuDxlV0C2V+YsWDZTQGLS745WU0ZAkkf2+5UGQEDS0PKrgrlNQBOilOgNTkxAM8YeUtFgOkD/WTziNaxWQEhGGdCTdFBAlF6cAHVXVUC1yZfHzcJQQAtjFpmRDyVAM3IMcvpENkBj/mzSDiZHQHB58temvU1A3KURPDt8T0DVvPVVSZ1SQOpDQv79gRRAYSPg3GRaN0DTdODJEhhKQA4+9NiPqTBARk/16YkvRUDn0WaDFg8zQPW++wUS11JASR+a4rQYTEAm1A3XfxYaQCP8kCD7105AEfvgOmBlPUCAC74LU6pQQBzgUjn4rFJAiB44b4i1R0APi0b6UZwyQMeUc9N8mFBAPNdl8VJj6z+Nbpe/qX9VQMD2hke16lBAc6s9GMDPPUDi9zxbHKlYQKkOzlU3kT5Ay/kz1dK6WEAAzUxWfcRQQCK7P/d+UTlAICijxGIuSUD2tceOC90cQPLDO6izKFdA4UjSq7r6SUDHp5nxQ247QK4zGAg1iVRAiCe69Ber1T9JuFCMI0hAQOyrdd6ZHDJAg17b8racEEDT28DYJMBTQCQxgU9vpThA9UMlmXqFUkB8QEg66YdOQNkj2S7p8DNAEEdb89fKU0DkWxV2Uz04QNF9Ek87s1ZAmqoLQreVTkAoxz7ecNsuQJj+ZVvoZxZA+N5RMiYEE0A4gFbk2dRFQA/pfN2a6QRAlCmB4HUsSEAzwOol/MlRQOa5TArjjBRApuSnifRQTkBj5TQ7NWpWQNZYENqIVTtA8I41az8oTkBPx3Ugy307QPTSts9ow1hAGpkUpknKUkDUzPdmr/JQQG4VcfYh4CtAiC8cF8KIIUDZXBacooVTQA3SnWQDqi9Aw4lA/Mb9UkAAhl5pwnBFQMsizqpy6VdA7hyMliS8N0DRhk/5RDc1QIE+njG660RAVqa4AH1QIkBoW43q401XQAluPXp3rTNA6Wn1gdDKR0CBI/UtTiVYQEbE331PlFJANUUHNmfJT0AEpxMNxDdLQBtw5aOJlDJAXRgH8Z31TUD2oY8QX5E5QJjj7/hCGFdAJ6wuoaYkUkDeJXy518xMQPPh57XC0lRAzRmjh9CQQEB8vyG8O4MjQL2vPuvf+EdAMd2nEYmrV0B1RHaTRMs5QOm8/u34OD9AsrAAkNcUIkA84FQ2xN4SQD/T9tOp1U1Aok1vGeA/V0AzW40T6NBSQAE+lgn8/1dAx2XNTTZWF0AwEBVSQGP0P5epiLXHq0BAyzlffnBaVUCSwhU29lc/QFIO2Xf0XCFATqRZ9J68SECMqUIRE2RQQGox7zbY7lhANl0XhMJbR0A5tG11btBRQEDyBlhsy1FAY/imcR7lT0AyWaDpUqs1QNY2AAZXRlBAXw8ioxqPTkDW+LvVonoQQDEThS3cm0VAis9udZNgQkCMxGq0bxVRQL5DsXf2Fz1Ag9tRgxiiWEAMlYFMFYAwQP6/8/FK/1ZADR2MEkRZHEBCvZrYaV5QQPn+72D49UtA7PQkniTKQUBzd9wSGt9DQBLgCxQF2TtAFHl2PL01K0BhHWxyTrUzQKpPTIAG/EdA+4sMXf1GUUBI4M5tVtNRQBNVpN11zFBAnS/1e57rWEBqEisd8FYzQMIPvqbgNElAOLTCZDQgKkAyDS794H9TQHXLWws2okJADYpN5XFjNEC8HjXKOlhIQM3uXACU41hAb63IU0lHVUC29W7NzFhYQA77lrY00lNAOGzA1NdU/D9debyos35UQLV0DVGdRFZARP2oXNnrQEDAHzOcB8xCQAAuucGyXVRAYo6FqGq4SUCu0hF9tQotQKKI1yPuBSdARuJOvlsTTEAZdjUcCshUQD78XQ8Ui0pATiVLS8BCQUCSYxSYkxFXQCqML0ap3kdALztcYI9/PkC93IEovX9PQBGhyzt/401AvhphaofiQ0DyqIpTbnUgQNGTcSeDEjRACf1FdNLrUEDciIpWA3IeQApc5L1GUUFA/PffkD//GkDXOBYUC1xVQCuOZepGwj5AZgQqyYBmVEAaCCNIgr5WQIMTqsjW7TdAUq6mm8PxVkCEoSiWcUw2QL/KVMDtkFNAXXPZbC6XVUAIH14WSDhAQL8COKLOK0pAdcoYBp8RMEByd6KQtoxRQA+6iFPW/VhAnTQTWC+nQUCU7+BnvewFQPtZWynmMyBABe0BDU8MPUCma+cyURxIQD8zgrzPkkJA/YppFH4eO0C1jFzHCVdWQMrNuBQ8ylRAWsrWOLrgUEBPY+gnS/dXQIf0y/MEVkFAdu+Q6doHJ0DfQpuvMIEkQFoMwwyC0ClAU19SRNNlOEAXnljb3SU0QHixXuGWBTdAWsFDyxyS8j869COXzskqQCdKGo16DTpAr+80j9FIQ0As7Lp2G8xHQBmW3jqbPVRAnNqS6LSUMUBmKhcwrdgzQOpSAsl8FkJAHBVdNjtCV0BwAFs/Nh9OQGWYtPfsHDtAz0KePG7lVEBzqpuPtWFSQBONhTDtvDJAOkr/jQ9YQEBWWVwo7kgkQIsLXjPmSDBAIInozJvKU0Dx9yq6IKROQJvyDApczEtAEUdCUWBCWECss7JWwRFPQPDTvoCAg01AhxLVEcQPNEBvVe4zmKhUQNRAcH2N+lRAVLphqGh7SUBc+aECqcBJQC6FU8jFS0pAKl8eh3hoV0Aj48qpJ2cOQDurAvlrA0NAbgKBSMCGTEDAUGv0EExMQPlX1a2Zp1JA1njBvGaPWEDgZqraeG3RP9x5le+FfxBAhMA+OEDUUEAa1hjwORJSQIEpfdsDUUJApPoCwNUZRkCD3vjlT7M2QNcKduiCslNA5p6GawT6VUDHpBqZPhpXQEZPct2HvUhArL898p0XU0CImBw9VxcsQIZhHCM8klJAAC3sLup4VUBgn7SiueRUQPlbmuB4pVRAdTklbDIrUkC4rTeIqipCQMdp40/RHTJA0WW0R8kNNUCUgUh5iNMhQB7BU2MlSzlAPXwwmrJXRUDmYGArzoRQQOxKi4+/iDhA5C4RSr7IUkDaGPa14M4TQIkpbWHvhDpAQGyyf2BmU0CCiOefMXJNQPjx0jzwTEtAK/Md+Vh5R0Ca8GeVV5pBQCq8vZr6OTNAyERt7V1RUkDtV1J1qIsZQIDCkc9cDShASYU6My/TIEAAKiHBdaY/QIPd+wL6O1RAmMOF8/zWUEBbvUwdl5w0QBThhlIZEk1ARGTCFwvvTkC0RvhqKxsxQFg2gqB+qUdAOB6EHe/j0T+/xrHHelxBQJoyvcLwKx5AXhZxuW8oKkBJVBn10YhFQPgeXeN0N0pALYh43hLfQEAQu3iT239XQOwrGZmlU0VAymQxLAu5NEAqpFXU1oVFQBm7j91IUTZAPOhcugVI8j/jvWqeEX0nQMBBFL6WyihA7F2fBoENVEDSP6QnxhUxQH9NoWBG6jpA5XZZu5daUkCaJogNKrAYQCjfFP3D/EhAFjXz3YKRJkDq4INzW21RQMe5CSXzt09AKsFVfUgORUDVBDy03PZNQO2h6RCY+UZAoTYCbCA2SUBOp/84e6hVQHFlOirOQVdAL9ecBwhMSUB+LetRW2RKQNaYuWmP5T5AddwGRWRDQEAMP6fXkdlAQLZ4uNCh30lA1M0yUirFSECYZWphrzRSQEY23mL9Fh1AD//bKUNNT0CK78C4VMNVQF4RceyHwlZAVM4jE/gtSUBY4o4l0LxQQGUpGh0961NAcDPbyBTjU0Bss+fDQG8zQBX+/SiLEVVAGmC4nXJVAkDqZtHMSM0wQFLZSOFK/EFA1VJjKh/aWEDgDqbTm3ZSQEAEu5cVlTtAaEdT2mApS0Ag/+/QQDNVQMlm2Myr80JAT5swBv1+UEC9DYyKu+BEQIW+HBw9uFZAFhAuZMCLLEAZJw6mmzdNQJvRbYES+EBAp5SFRfhKPkBLAYq5C9dSQAiXSPEjdR9ApNlJ29HoQ0Dm4GWebBFYQKyBZPkZkfk/+gVNAZ6RCECK06B/NUpSQEwSZEMqiek/sqqeC7ejNkCim5byhZVDQA4oh24grCRA4bQOjwnlU0DXMun3EXdUQOXh7Fl52zlAXDIQqSOfU0AFSXNqBWRBQOnizl4870NAv+BvSE7lU0Bz3cQv2O1YQMV0OVH8JlhAlujut2jkUkBVwYU46MJSQL8Wi3nX+FNAUjJLlxit+T/fgEmJKPM7QObzd3pLbCxAbjiEds8dKUBLbUoXFTYpQPoT7zZoXTZAnrLLl6qbUUDLncJcCXM/QKLo7jS93kJAipSmdVwAJ0BKOOdnFrJIQITgk0FdmlJAsPmm0+K/UEBvvElIIP9XQNTOlUBBClBACHM3G6lHI0Bf0TZ0RXBXQOgznYKReFFA6+6dJnimQUDtnzjuJCVKQEIlV672jzBAcP31tg+dTEC8HJxOBVAkQOzmOmN//kJAZKDDTRy2UUDER0Vk/EtTQBXwwx6qpVNAP9ibFXdzV0DVDYjg1GM4QNwkVgp6LCJAMpT8hIbMTECQLp7huL86QGOwbtZ3DlFAWlARVo2wL0BYVcVBCE9DQDVqGZrktjBAr2PtZq1OKUDNsavmpu5SQMMegsIfHU5A7T6Pb1shQ0AKDrP0jXswQFwx73qO4htAlSHzOfr0LEADuoyEqyZRQItVGqkH1k5ADzmzye9+UUD9eIsBWGlSQCPga4yy51JA/8ms2/1NQ0AbJyMdEp5LQISfLsjtKk9AkpqNPSyYVUC4B84pekpQQGeqDVhSa1dAMwllWILNVkCgpo+gXKtBQJjct/5sUU1AdlIWsmGML0DKkgKPbT9HQCM9DDhMR0pAB6V9mBvTRUCiDAlQrA4tQNZrihV1UFRARRxmNUSMUUAHai3l+V9CQLpM1T9wAA5ATtYOrRmiV0C/yUFkwMk+QKRXcT35CkNA9YSFL6yHUkCWSYqUSVVIQITuxvJvVEFA7rA9MtslVkDim8OLeKkvQN73LBaK3yNAv0GJhMvCLEB1NKBLxkRSQH+CESGiY0BA+JeLaUhvA0Dg9OyxizI8QMakp3QlSzNAynvgfugTSUDFSSkLN5BTQFkwODEogFFAU9m+BaJwV0CCwiAmOQQkQGIt/rRE9DFA93lQ251GVkC7mnNCgnRRQKstQ9QhF0NAAmz7thQ6G0BU14ra1UpFQNpmGdMBN0xAz+vOBcmoV0CXao9pZQ5IQCb97Ftf9FVAN7lpLzedU0BGHXtj3UcWQErJOwF16FJA37ciTadBNkAqgLLQZUZOQMm1tiHTlFRAHPxLx3SsUkA5naGekGlSQOnOkcch6VRANUg1MM2sSkDV5IJcldo0QIVbSWzgeEdALBfrXhKzUUAF7UX9JdRXQAkBO7XP90BAbivqi1ZMTUB839QaUrNVQBMXmT6yUlZAiCK5QcsuTUAsZKKC/VFRQKppbAoRejRA8TofsxC2VUCvMUVR6U1VQPro6drPUP4/go6TzW7nMEBarsFDNelRQMLFblUsWUxAGZw9f6SuHEAfmcSNq8w5QFNLlvJlJ1JAfbojTHaHSkBpJ7jH5R8nQJdyPyPvXlhARVrtscoNUkB5y2VLhzZCQOho/hZPAzJAxOamXy/2JkChkFl5YLZQQADZfd0gE6A/rvoe/iDWAECBaGbJ2E1SQFiB3GyVBUNAltIVsBIjRkAPaCKWS5JTQHQnt/Y3s0NADEqO4jx7T0CqgslyAm8tQMAafjzTA05AiwaBFEFDTEAkQrXdbD0dQCqP+F+6nVRAQnenL4mgGEDu8aZx9t5QQGtH+0q/zjJAeipsyEnyKUAenIw93+nxPzpii8gS7z5AIeqOdorsTUCTROz4JVpWQLTSXe0Y4kFAkqej4YJHQkAkXDjo5a4VQKRFhiElA1RAk3HXO1VDE0DoYOnSUs9RQCSUmZOeC1JA5iR6eXMKSkBv83FMOEZMQCGBNREq4CVAaGwoFEedRkCftuulRxxTQCovdOMAslBA9YyETWTkS0ATxcWmpwwnQBgKShfde1hAgJ6G8byFQUD4WMR3bKtUQCYQZF+qpU9Axiy01JE2LkBErfnLjUNKQF4JzrZIiVdAQgPqeTT4VUDBJCDxkzBTQPMihQiscCdAVpK5QPPGT0Bms/BJpN9UQAs85hwOvzlAwqbpCY7RLUDaERxUM8MqQMrs2WYmdEFAVpcgX6toUECIdKiXfsJDQDdikDU6UlRAvPEdqbcqQUD/xyeSv9wuQIw3MNIexlJAzUzJ0a4APkBgFPDI04T6P8NSmew9N1RATegCqozRVEAKN1f6ZyBQQJgBfqSCtUVAR1n8Gb78CkDprP7SjpRWQOT4LBWrYDxAxt/CusUROEDfMKe9Rd1NQDJwH1rjVE1AH2KjWHqYQEAK+dY+Ad85QI99ax6dBEdA+p+jjnKi+T8taVcO/ZRNQIsOzy+iZkBA3Ef2kQUyUEBm7DmAXP03QF7uXyG3uylA6EoPe/n5JkCyeOnxs29OQPDR2AdGBVRAW+FXvbsHU0DsF9ZBtnxDQLAs3jcwMUhAlpZLuNHVVkDCnBCCTUwyQIJ2JFqpADJAvEQGLw/wUUB+v1K/S+hVQCxIP3GYPzxATO2ptdseUEAsc1kRskxKQK9e9L5YRhhAmCg0v7VFV0B1pwmmNmpXQH2FLGj3iCtAChXTHsKTV0BxcqGOfwJTQHYPkrDKjFFATb80E7qqQUCgeI2Z4+FXQF/IdqijyhhAtWJ5nyOrREA19hPPvOoxQPYE/ygE/UpAj6Hci7XANUDttApW5oJVQBj6EuP5MVFAfL+P/bRwT0A3Vr5FH18iQD9XZwUDpjRAphDTjVFcWED5Z1W/yp1LQDVAP9tawiZAmLEGIKX7UkA3s6a79SJAQLBQPMRa4UJAIg0O0+DrV0D49N73lmpSQB7FoTDtuDVAPLVihFiuVUB8rhV0P147QC+jPN9KKDpAZhwYyAFxR0CBRTqG+q9IQDnx5NFhfT1AsNAxt+XaKEBUep9jdgBGQFIcQWPkGRVAdklZcGv+R0APs/yixeRLQP9IKKQHeE5AYpA6koZAV0DkYbRR5u4+QBJVaSXHmFFAYgYY7dog+T/5CCf3bkhAQBnW+BqtsjRArReYbAcJP0BAT9EbWz5XQCRxONtCmEtAInbl/Pb9TEDQRzILiq1SQJGhWo0cw1JAxC0zmrUWT0Dk3L9wHB5QQHvPGRfLIFJA4ItfQPiNPkDMairUgf5AQBGdRBSRpjBAVDYDAQsoOEDNcMXPVoVWQBLJ0vdV1DJAW0QXVJRFMkDZBVStK3BVQDB6zcNJoVZAQLfMo0DJR0C1EIapW29QQO7d/t1C5k1AypQDPiZKJ0An8FhSIrZEQAAhhiDP9CtAn6FpRcZhVkBeffdINFlKQFJ5EoI29yBAjVVMs0T6U0ABA1z553Q7QOHWAkvZ9E1AB9KDG1DUR0Dq5nEhbkFWQBoK+kOSM09AZimxJm8WJ0CEVAuMrE5AQNK6ymtvOxlAarKGcHM3RkAEfpvinadDQGu0Q34R1UBAML5DUV5QV0CAg3J9qTdKQEKksougFFVAMi7tXGMPVUDTTl4D+q9JQELf5vioIDVATiv0JwuRUkDm64yu8RFXQM390AR77ztALOoI8fWZU0Ao+c2w86BIQEqi6IujFDhA/v9S0AwtJEDPrwvX/B9WQDmUdjJd5RlAdp7LT2LhVEBE4RfpBAU9QKNxbDZmu1BAIdJqhr3JU0D7oYfnUatWQECbwQeMW0pA0GKxDHuBVUDmZ8V+EMhBQC5EznCkXElAbxcVxkGtT0Av5/PZEEIjQKWu5gtzL0BAuLOJY/zVUkD+3ORb1CtXQHf0WcdW0xtAxrXqVrueO0DHheWaajVIQE/WF8EG3VVA618S/wBEQUCBHtTpbUY6QBBNDwceJlBAVWmqHyhBSUAlm9F5ChdUQDxy6X9nsVBAeT1lg4OGIUATIev/W8tVQIzgmPq/hlJAokhMe6dWREC7OkxtWsNRQBDVbb6PSkpA0flWVCa4QUB0WEDUFs1BQMhsTOO1ZQZAItTmSeu6VEC0n5vvGUE4QOYAXI/7N0ZANKEfTms0T0CtsWpsGMogQIExnRRFXlVAYJ6T+5FfJEDstyv7khVXQFr3X9xRix9AvToSSc8/U0ABblj5QVJQQHQBVPwin0ZAMXWuqxyfIEBRfWHe2SY9QP47ptHVylFA5BP83bm5TUDwTBoENZZAQE63WKAg6UZAkaqCCJcAUkD3NGGPCStMQGLario6wzVAk7jGRvUuV0DF77HxuBk8QEE/jRIcjRNAzLUj9Zs6WEBJe5/Itu0pQAuVd4V6mUtACN6I4wNnUUAqtUBQ3lwgQHLBot+wbFhAu3GQA/DFVEDAkPar8uVAQC6eBC2b8xhA/kGwfwJ0MEA6bXxRhG5VQEy7j89KC0dAKqwtM/TUVEAQ1uyFpVRJQO/69kHavDJA8GrVv0C5wD+2AvcjORcwQP84wNE8+ldAQ5f7WeEwUUAOM5VOeGZTQPF3IIa2A1VAuy54KO0iVkAZ0mWciedSQOMCOhEH0SVAl/iTMVk7TUCqY3UZKd5NQItO+ZOKlU5AXDk8div9LEA043XU5iYyQDhZKQC0dBVAt+bOc4ppU0AsDVhW87omQHrd1gfhjEtAkbRDfGUmM0DACCRSFTNTQCytWFP8cFFAvJvAtzP/U0CI53TjGj8+QJ0xsh/RpFhAceHFsCzOVUDlK9npDkFJQEbC+vDbyENADJSYZQN/SUAZUMsDcSo9QGGO0CnuPURATfnRb7vOR0CENPTeb4o1QJ1psoGXM0NAtEiOntegL0B4KYMF/aVSQPu3vkMttjxAjff/TqbnTECnZnIlZfVTQN+hMsUR/jRAD5aDMdhZNkAdiTnNT/k5QP2yY/CiDC9A+OgWfUyzMEA1/4apxeVQQH7aAGc/JVNAA5uMpxDxQkCQO3Y0veBQQCJ2V1xcHVJAwSWFUMZRUkALu3CJfPMwQKUoRFfDwlRA/gUKkbRLRED6il+TztERQK8HSWt9QVhAfkIme/YDT0BH/1ICZMJWQEgAWdI351dA7a1h0F6fTUBPagUNmchUQKISDE7vslFArN4QJDOLQED8neesqkhMQCKuHFw2G1VA41rlk45vWEAsozPqw+QqQLYW/BdxBVNAFSVXptjaRUAFSV08R3hPQLpC9kulAylA2If+v5/CQUCJnjA7NS9UQBD2D6UTZ1dAY2IXJP7OTUD0KujGzl8mQENllaekwlhAVTUaNQ/dMEBiW98lcqAkQExiaCQeJVBAXEmVazZLTEBnq9iPN0pRQJs+rcOC0S5AOV2Ne5boUUAK/lSmczwuQATqqH+g01ZAE7t3S1KIVUDXEiM0y9ZSQKqRMRoXa1FAOL+bxak/NEB0SvenxdpYQKlqgoHVQ1ZA0dCwd01IE0A5U2KHK0ZFQMbd60bUe0JAE4gZq8ewTkCWA9NGipQSQAucn6koFjZA+ZPxj3VaV0BWLLG9oPBNQHBwbQcqy0tA32+moxkES0C5Tz9OoeVNQH9W/jPon1BAFYnk4rCgU0Bqpr0URzlVQIh9NixYOzxAH9DqnHFdTEDSAuzFWYpFQHhSgocQ0FJABWydgqAKFED/A9Wj2cY9QGPFwkhI2FJAOJi68NwAI0DoSZqD3TbkPzxqmxPaFiZAbtBZ75U0R0Bxr2k2OahDQGPl9GTbZzdAvfIOTuPpFkDEAPnwDrwxQJ+QkXzkUlZAc4atxm3oM0C9S14tYLInQNcZvuzLLQ9ABv2fgdmELkD6VqpcoVVHQFgofI9dFFdAPQkAILU5RkAcKcaZceY6QC8lkUaVYiJA/0Qgr8laPEDlgIS+ukVBQIqpbeOh2DVAn4niQFGnSUADCEu3YtI7QK4vYGsx+lhAK6KeF+skEkAyl1t7u2I5QHSM6bJUyURAfQMRtxCCWECIcZUlxqtEQHWi01mfFkdAXzR0rE1jTkCjNkfF93ZIQHpI4doH7U1AIC8dAe0BWEDDqYmV2d1IQNT5kkbQWFNAfmvIsi7ME0BoklUE4ZIJQBEHw4yc0ERA+bzwhtOKM0DFMzcz8SJJQPU+BiNYXUNAoHcLXNhfM0B63idTgA5WQGhe4MR5M1FAnAP/KsfaQUDw7HOloTRDQA492hcI9lNAevfTC3hjSEAEYJpBYPtBQAoF1jDvURlAwssNyTBzKUCBYFthcwIqQJJ/Cs2io1NAqsarNmenU0Djoo4fdBU/QJzKDwRqtEpAuPoAofs2REAwJQJFO3NQQLZJlSKkZVRAkNyYUrqwNkDddthJXf9JQPfAb9coeD9AZH5NWbhqUUABDlQsSvJQQKvrKCCiLyxA9ol1NZ4ASkCzo2l8sdBUQAyufVVCrk5AEdQMyBBjGEABXZXYi55JQD0qkoPtp1BANj14Vyn2L0AVmy0lBVtOQFhTWdKHulFAwPaWBsRjTkDREjX5fABUQEn+XjPYEERAjTf0h+KJPEAz0xEWUeRUQOic83c0bTVAkg5Wg245H0B4dee0XpdNQEErqN9sIk9AZ7cqF98AT0DIsjEQLj4wQCuKWsWeN1ZAiQXtMu0iWECX70Mv9dNXQArUdU3xzU1Aouo/UU7JWED1rqo/w81TQOw31RqV6FVAWhWHJHrxRUBWh9Y5DYA8QMGEcfBU/FVAlCX5W9RqR0D0Sz9ZQwBIQIV+7YxD+jZA27bKGK0cV0CuB0ofG8JHQC6y9ReJWEpA0+CA9OlKSEBMnTyUaY1OQJDsgVDW40pAToQ/yo72E0AsmWZ+LmlKQO88Fihj5VVAzqesmfNhU0BGTC5b1eZMQFodri/o9VhAHi8xlzXIU0B+TLb9LbFIQBeVavxy91FA8NjEpnTgREAKnNaBagUyQBXqXaWabkVAfXoNgmejUEBhsrGRrmRPQF5LvQPmEVJAbSVHscBjU0DerCJMIU1BQNB9GHPRI0hA9AniAvnNKUC9+3F3oDpHQM7kJcR6LhlAuF/ndrGZREAbiVL8TS1IQKQIlOgkVUBADH75nz0EQUAHhHpd6lxFQP8VSz1yi1VA45+85XsJBEBo5dpb4og9QKa4exC1QDxA32siWKVkJkDpFTbDqsQyQCSQ4cDHjExAejUnQbuvS0BFWMKVDDtCQHi3ewOGaVZAjIxVb5qVE0AIblNpN9xRQNVuaGXRdktAt3H+flzQS0DiQk2DxvZFQMtJNLewBkZAM7vVvEXPUEDv6cj7p9VNQIYsSzHG30RAiBHyg97dV0CaHIbUP/QjQPG6nBaTC0BAQsnEIQJxQ0CkjYSUC+FEQMm/cVWF90BAGYcCsi0aVUDWIGFmtG36P3Ao9TYF3FFATNUX2Bu+MkCqnCIca4lUQMulWeMi3TJAPp8zsoArR0D78djzSr1WQGu51HZtZlFA54xcEqTLTECT87BGEOVAQEjfF8YpIldAhmmp+wAwJkCbJvaYsbhUQD0eybOXTzlAtG538srZMkCL1SW+V0xRQBbgpCVHuEZAsgMksTmt+j+4V05YEHBBQImU7kT3dFVAMt+ScRwbTkCy4e2ewncnQNkE14kxcUdAmLTW16vZQkAylj6D2iEzQL3MDib9q1RAXYOAeEnGVEDHvsEkgOA6QAERNPCGLUZARxYd+nygSUCWKy8Zo/xKQJU5+w2mPEdAgYIF0wxtLUCJz/Sm+1hWQGEVz2V67UhAY3bFfLefPECxIL7VJ6hLQI31CuKsblBAMNkpC7woQkDIn2p4gjtWQA69N0QcSCxAzAqqKOcMU0BGVrJwaFFNQMT7WUfuOhNAOwTKv8ZcVUBaVtoBa4pDQMNrSF4KzFRAe28YHl4qVUBCluNC4DklQF3HHM/TwFVAl7pjcoXHWECQu6QdIog3QIgbGe25+1VAqkMJRZK/TECsA3ijhypCQFob48si/ExARs0NoxWJUkD7Ogg9gZRWQPtCwhIJ8E5AWPPEdVoiTkAeDisKgLZJQE/zIATKs1FAeXqI4lPSTkADCAJkpydKQMskt4nZriNABocKqbu2LUCykd7KsBg9QITC0IWblVdAjHqFW8ZoU0CSZbTFUo4RQOJCzdlVCzNAuSrQNJSIDUDLtg6oa0hUQDYnj72KcVdAdEOckJ3OS0CJka3p5rFWQK2m4i9eVk5Azx9uFyXFR0DqSjrjCkhLQKQMW1o9hEhAGofhjmyUJECVIqh50h5SQKcZiuSWhj9AVl5ScOb4U0D47Z0jEf4lQBRQkwVOOUJA4J74V8S2SECcT1WbTONNQJqtlOA/shJAySgdwoFZVECfGCYPyVUSQOgI/DGTek5Aw9HYGjsdWECbT1fnx2UnQMbyN+tQrjhAJ7f40HFrVkCDF9PoUr1WQMY4j+zzSD5AnjMIxEW4SkDp8vFRgANAQF/MrM3mmVVAVDFbWdUqWEAacf8MyLpHQATMogj3OUBA4twY5wvrUkDonNtOhV5GQGSnmBwaND5AcCLbVXLgOEA/OjLZGiYyQBBaExBYmwVAjG6iLRltREAYswz5aqY4QBCzK4X8ylZAq1AvhQlLTEAbMPGEdksoQIZNa/Ue20FA0EYtd74DPkBInTcLwrxSQNaDhhMfB1FA9Y36RcupVkBMIVkBboxDQJ7d5u+V4EpAdKL4a02IKUDVqDyIFIc2QJvKdvVrFjtAsAyCk8LEVEDOWSB5dThKQP/hdAt9XUJAY7E/B7NySUChidMwraU/QPhe/THWpEdAEjRS+Ob8RkAOqVMmyPJGQPJk4CNsdEFAT4sqVPSrSkA+Xz1Kx0RUQHY5y2Oj4lVA4T9ajJleQECXHjglFnJNQPQmWLYtl0JAak1tBabbRECa/WlpBodYQLc049kWnC1AUG7KM8f5GkAD5LayG2w3QAOblovmtVJAmyJl6N/AV0ALclkH1XxCQHfoJfAvqztAVnyCSP+JUkAsnWCDAklBQI64ajjhO0RARZ30An+gEECDvspFICVTQJMsx7ykalJAHmTw0BodU0BOp6OQGedOQBd8odveUVdAXeeaxrvGV0CUHsrK6mIcQBT+L9VYelRAOymlsbYwSUBS03Dy1y1JQEwFwabB8hZAxNYajk2OQ0B3q7Ethw4yQDB0bTtEszpAh7zJG9a5MEBNV5x3xR1KQH1hVyEwpFNAE0gIAp4GV0CIV+tBQQ9WQNPIcVJ2flNAXXlDmPAwVUCxn+Jkc0VVQNOJ66kFjlNAPXW8dYW+V0APBuY+OI8/QApeavCH80tA0xX/hL/cVUDqw1h2I9NRQHqJAYK9zlVA4/mEaSlQVkDtZZQjPlhRQKXN484EvUNA7zVYCbmGUEBIyyKSta9FQPBSIFiV/khAz2Azf0eKUUAqOBt6IcUQQEIPVKKf+kJAZWgUdmbZV0DMtejwdlc4QBNV2zCMeERAeB9WbRR+MUC3DjxXjSA4QBQWJWPvk1FA3qb5L9TjRUBxw5iy/PxRQAzP1EAq9D9AaFogb8NeQkBkS2QSLvlTQIxid+f81jJALGIM50ZkIkDcMlfGzjBXQBC0fhZN4VJAfXYbD+9dRkBTFMR+HNBFQBKZU3OCF1BAik7XPWTBU0BPi+7DO0U5QA4GUys6byJACgKtEuAAUEDhDmJeSypIQKveck1O4yFAbLaZTfnfVUC9cge7E1ggQNFawvEeEVNAK9wXl0xsWECmKibF3IxRQDqzViX8sCtA7ETlIwfbUkD7W8MJQAdRQGaKgabE5zZAlPimxjhkUEBUnb8SslJGQHT48FOa/D5AFshhfSM/SECCqXCgMlxJQFPrL6JZfDNA/s1ifczdIUDrXAnkj0AyQGYPld2MT1RAbf47vIb9TUBKv1RtY6P0Pxh7GBZQHilADZV2jBewWEDQa3hLtXY+QHjOkeNyGDFAhfaOfPtkLEDo8KpOD1EzQCTRmMFfw1RAwXdAWiOCTEAWhati144bQO0A4AxpAkNAy9AzQMk6OEB2ZpHjC35WQCdLflM/609Aw0HarheeUUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"onapOvvLVEBOJNu/NP9QQIbY7rlFykFAyCXTIHgl5z9YP0EtIb1SQDnZ1nW/8VJAYGooureWUEDF69VTwvpXQNCuQLmVC1FAUQFa7jbIVUCCzIdoGUBQQPeDSCFdpEBAZYsu85Q6VUCpt4hBgclVQOWRV9n/kElANvx6UR9WOUAbUyQAeHVYQLh2994peFFA1giQTy5IIkBvUgdaERBFQNJuSxmiCipAV7k60PKYO0DELbQGBzb2P8fKVthRlkpAwjCwLp6eUkDecCFPN8pQQOXXmurbh1NA4nXVwR+NUUC3zjOmRNNXQIQvtCm1xlJA/FVCGMzmQUBSTxKBia1EQDr9FyJuF1ZARSgvqaKQMkA5R7UpO/oaQKF60UnieUxAuK7sYFPgQECToYVCaiZRQLN52y3EfUNA0KpED7RYV0D8ygo+4HVYQCAQtif4VlZArlaALbv7UUCQmerdNNRPQIzaIyv0fDtAXfhfn2rWVUB2PCsAympTQA1o4pLs+lJA6VEHSgNrKEB07BisVwRIQO/0fS4YNkpAFjUdUGOcSkBipBN39t5UQEEHUFkFfFdAJRXbdv/TTED97TeThCBSQKXUGWav0DNA1DS4sZNeMUC7Yy4aeo5WQJwbemF6UBJAkyA6mqZTUUAWsPw1OZg4QK2YcS3EWkdA3+8WJwRCIUDGY+Hi94U4QDQbEp7MCVhAOgPVkn7MREB0GFxI5OFQQCOKHlHYz0BA6gAtJ7FOQUCg6Og60FE6QLnSTkjI/khAhTIn7oIfR0BuL8f6mmpBQNb8v365wDNA72A9bgH+RUCO/LvNETlCQEw6UmUPUh1AWhihbbZzQ0DHv2bhPwxVQKnbD5twplVAWEvhYoLiVUAGaTwkZOFPQLHB8kIaxjlAIPDvvg4wUkDmvWcBpfpUQKyZ/YUKAy5AHkhqluwAU0BQ08brCLxAQH1CyE6+x0JA6sJ9e6zJPUAZnpEiIUdVQFMMiZ26+T1ApFJj9LG9VkDxVEewzE1PQLc7LruELVNAMr7w9+pXQkDUJdTcLR1WQAlTj3zpKDtAGqYTLk0xVkAoYrMqIUpYQJMHvMokfk1Anc4XQe/0TUB6PiIrv5ATQIjaPfdTJldAR4uf461nVECT12uNW1FOQHw36bfr7fI/+MckoRH8VUAl9hbuK5BAQB8mU+pJxD5A0bW4NbjAV0CE3ka0z2sYQHUUFd1W7iFAhzWIPFkiVkA+GY8IB2f7P/oMarCN+ElAt2NnfH+6UkBuXmYkmakxQMDNUchkiPU/nDFSew5k/z9M8IxkE0JUQMVMB5c00UJAUIdHh5eu/T8kjk+CCGtWQNYVQOITIDtAKq2s+hPLSkDfcwsAhklUQBYCSeJidUNALfvcDjlvV0CLLVj9+vhCQH4q/8OI/zNAfsMr8zVYVkARjRIiIu5AQJcBWUPZUkVAr/rXBUt4TEDkgtfyrh5BQEpCVCdNkihATjRJE7xEMEB6ubSfJUoaQAUl282PqDZAM4+A8gaiV0ACd+9WAoQtQELjrA24TFhAV2jN+wAWO0ACNIaYtpAyQEEWu5Nxi1FAH2TVo/zHQEBPizjq2H1YQPnXA+wbKi1AIgy8y2KmNkAivVKjOopRQN7D1JNUcVdA1IhbyDmKP0BhHlnxmt9FQC6HyvxdBzFAx8pgpz9eWECfR3Ui8OtMQBbLGS9rBVhAFu+oqfzmFEBL3pk+kQggQL0JAfFuDUJAdM8eYB8HR0BZyU7dTz9TQJTtnO4ZqBlAT7DYZwwlQkBCgQJ71Ns8QNPDxtzEuUlA2WJACxdVOEBA9R+C5LxTQK6gFCd5Mk9APfskRMYEVkA54KGi3FpLQLRmbg/FTTZAo77WsPR/VEBx+vokZ2ZBQBBGnCVflh9AOdN9voldL0AOo53pQ/FJQJfiEssFgEhA3IOGNwyMP0BBm9zbiwVNQMtpz0v9QEhAkgJTH5AVWEBYOGke+JlCQFUPMZabjklAFZGWCBd1GkCyaRmoz+EYQBb7UxWF+jxAMeOibI6YRUBSTQpKgT01QJ+PGnrqZElAyWbdgbBPWED2yXIF3llOQNG+0a2ImFJAX75Xs90eNEAUQyZz6d9UQNC1oRedx05AiBGRKSAFRkBOQIXeOWFUQFCSUevFcUVAjg+IOkDuVkA8s5Tf2KtNQL+9awZFLFJAyy1tbTXxSEBMdXhouFw0QLJc/7GSCVBAf4DPZjAoM0C5wDneufxUQOU2TBfamzZAIQ5nv/ObMkDm/g/ufvFVQGdnoDYp01JA3CyfZ+pYNEDHb7b6T5JVQAlUOm51w1hAQmgJDvpMQkBoQuC65WFWQPhUpgNSaUNAbCgSYofaAkBaASU+/k5LQOBjjsciSldA8N0B7GuOPkBuEhJJVLBUQGxJMHcdWVhATBj0StwuS0CLom2UCuUSQLEyey/uTTtA+Uy8wTj1UkBAVPctPntTQN/IWWu12UBAJLUcK+gEWECuoFlWse4sQDJZvYURylFAvieGDM3zOUCYbQ5EKh8DQNdhCaHSXVJA0CbXz9zoUkAIvYuxj1dTQOMffRbNDFVA/AHaXCVNMUAMgj/qLqVGQDaIGtV/HldADmfHF6LfT0DJJC8mrdFIQEcWrQUcS1BAoPvrQym2WED3EqOWuM87QGJHtOePHzZAz1lR+GQiV0DI3rQDaYVGQPxXLq7THD9AnMsXXgyYQEBXbmCI125IQG+DWyk2tk5A3uOPccFR9T+85OpSp/xYQFLPDu+7ATJApLTmgyBdS0DQgFXhQ9QzQPHg6+NqEkdAtCJmuoz+TUBRptZzHb1JQIU+ednzagJAReVS/BE2K0Door/xOLVSQNnsIoG7mTFA4NRW+6jkTUCWgTr36PNBQE/ubUBtyDtA5Y2issVtU0ClLIHbvAhUQBqc9PF9M1hA0POX5X2iTUCv06lqnuZWQOtW9lVqW1JA/0+G1T7+SEDBw31fJAg6QAhLkSL9HVVAjPi2TVLmVUCpUy2hsUUVQF9W2hhS6ktA3Duyh4jURUBEwTbBMdNOQKgVRJYpnVdAp04DqOTnKkD0qNH4Q01OQPDowH3knDlAxrqSw1ajSUCmC48sv6wiQBo4cFO03EtA2JTPQsyOGUCmZrIvYNVQQEhHCWZyVlNA26dC7I/HOECOfINboDIoQCQvbzu71QFADJMnIuKiUkAznvn02pNCQP1+h70FXlZAZDN5QEprWEDLpQrYBmNQQJgPzO5q71VAVyysOOjhUEDmPQ8S/wU4QBwX+HT101dAPoFRfheVOUB9Qh9n4EkoQAGTLDrctUVA5TphL8xiOkAzpQepLddUQBfpWMJX41JAyZa7vC5LUEBcK3oQzJZNQL0hfA8rrU1ASeqolIL1TUDgGyY7qVPEP7fEwrygbVZAXb14SWckQ0CsqMBi4QRTQGi86UrWuFdAalHDh7o0U0A4T9H2SLgyQPcIJTO8okNAWhB/dQxDNEAZkvhGcuJVQLYYv95Vr1dAlSLrST7IVEAjUnWrV+NOQMUR6M4qayRAm0BTzT+SVUAmAn33LJc2QBarO5NqOVJAawbHBOF1UED9fXipnEFGQMjZzEoZOec/l82umAMsVkDWm4yEDeUgQKAKyOZ48EdAFjZ9dQf/VkB+rqhyP/1HQH/z1l9sT0dAarwH90zFUkCjuSxXxeBKQFP4EpQlZjxA9EUZ9d3uQEBG90+FKZYhQK0FrJLkuUhAkEgulVICR0AK6s5eb5tOQNEbEw0z7z1AE5L2gzPdLkDeK27QwHtDQM65q7NFAUJAYyoxLxcqSkAonVj1mUFOQIbxWJkOj09ArTeZoZSFTUC0GP2Gm1ZUQO4lBbfYJhBAbbtg9+WLB0D563KCPgNNQM0g34i1tExAdSXrAGazMkBtJcwHCXsmQDnRoD1CGC1ALEJ8XbclOUA8Za9OzcJTQM6cqLMA+FFAkshUAjnxUUB+VIJDET4+QArYHPh57xlA/8G8hbxLLUCyr7ZIubhRQI1V5e2mrFRA8dHPWHQuTkB/gnOfB4Q+QFwpiqN0fCNAgrRNisfvSkD+FOBhwjdJQO/Osh4B6ktA4rekHL52TkA8gHBc7i9TQNVBEsGMV1JAuOb8pMg1HUBaOjDv3Vg6QExU5e3LMhBAmFe1MOfvQUAlQ8pY6/JXQOypw4Ba2lZAc3YWFyU0RkCg3YvZ4xDOPxLhxrPz11FARRxOeZSRN0AUOlb21143QLpI+fJFP0NADlpg1MqWSkA+oi3lDz9BQBGmCRkOsFBA5geOQgaZUECbMjdxoihXQPqVX2gPtRVA+h4lCUFoOUAXyFAAMFdPQFTLB+lHMydAX6skkux2S0AY12CcnvNLQFmtbvPPa0FAwcMan9lZSUDVYDIrJhBXQJmQlYIaaFRAkaSm2T5sOEAKJwpT0GBXQJs2A1bX4yRAPWwtRHYIR0AOUBNttgNLQMU3VYLmZVZAfZp2nWE2VUBdwJwFn+42QCad7Vv09E5AMS3+o1BSUUCINSrHLZRLQCoCQSlDqlRAWYVSbHaJVUAeDVhPaVlUQC/EBJWjqldAeBAE3dSSS0AVRJgnhtI1QGv4K0tbkVNASqCx5E5/VUDsE1BHx/9BQLXnsnu2OUhASrGIlc8sTUCH4189hGlBQMV3nRxWfE9APuFcke6JWEAZOB+gWVBPQGohPN9FxjBAvk+jLQf5PEC7Dh1wcwoxQAra9KySYFVAhEk4LvZwN0AXnJBy/PtLQJP2WUvlrUhA8QZBtjzoV0D6Hwfabc9PQOz4LO1AWAxAibaNZvbSK0AoU3xPSUVLQOR93YXrL1hA1oAoHPtyFkCGRokmQY4dQFmrtYhyQjJAPVrjC4O1CEBDjs0RQjc2QBv3sxOAqUlAeEftdRmkTUAOXY9Qo/07QAcoVTHS605A0QJOXNmYV0A+be7Bp5dLQBMxM+Wm+UJA0PtcZf9SPUBicuFqCGU6QIkBX6+ciBlAnJuBb+sgE0BoDnQ6v58XQPT2HJaxxTJAhD+r36kEWEBd6wLaA1BPQOCY8Gc2MFNAzr+W5okZUkDv17lTgzRWQEbV85XQJk5A9301CswFTEAI7bgUp3tTQBFhcerWrVZAQpb1RtbZPUC/mswFK2dSQNPOr+kgSUZApYOAzewCUkBG49my7oJSQIZOve5BmU5AS8vBXEOxOECtL2lSJ+pPQCrSZ/UWRjlAGAPjeW7+Q0CLiMLka18AQByvyCm61hJAkRAx/5GXVECF8TDkmEpQQHB8B6QBVEFAyZPJXnoEPkBUj/7I0KBKQKpLrON5CVdAFfM/vUA6PkBR7ORvgalTQORw80o+OlFAtBej8zofQ0BbsP6EXUBGQEK+4svKOTRAOtIcdrxzH0AWszvag9xSQCifaA+5b1BAl81WLB5YUEAgnE2b7zU+QAUUbbPibBJAuc9f5UBdQkCa8Ah7lH5VQEKJSdk86ExAy6SoDcCzWEDvRag5+NtBQK8RFoM7GRBAvhKwOPGiT0A0L1+V0Wo+QD9sHupCXkBAkWmW0+TvOUBpVkKB9GdWQMfS2NdJqExA4TB5ggO6VkAyTvHvaYsHQIVCJxMELFhAkqZFhcQ5V0DpbTv3y7BFQL6OVaXIyE1AUK1KSsvEKEAMR4SQj0kwQEgbJEzHXDRAN3fUy/tiRUDV7VluCwA0QF1dZpAkXzlAmk3+SqbeQEAYmxIQqMNQQPTRqRDIfEJAUgu+wWlCRECTXPWNqmdIQHieeLhe8ExAKbGw4MXrMUBe48MZSpgtQKmn6+HSIFVAghuN9AMDU0CuEE1ON9T8PwRg9YNg7DxAbjDODskrRUDQ1bVYvJtXQJbpdJfkbSVAs9ZKIfHWQ0BxrSRRM9QNQDptkzJKNFdAZUa53KN3JUDNbLhLXJJLQHgVzvZ9jEZA1Sc2O/rcVUD/G+9ATPM5QH1oPovQc0VAyhlqtUIHK0AZUZWX2PRBQCl92Xf8/0ZA18TgXsMtFUD0KCwKJclRQMHnHZR14FVANsShqWTIREDvhUuJWJwvQLsnHdoAaFFAxme3G8eHQkBWMF/syItOQORW96x3rEZARju+r7jYV0D2dgVg1cVRQAhAtvIoYxRAnEHCfwlHOkDYNsiG8sYfQB6wyQW7g0dA31wT6hlaR0B+mpCt+xFYQBfMp0Oay1dAVMiCd5JLNkAg48kq+n9VQK9CP7S9/1JA6BvrXIvbTkCetw+iErRXQBYzdosE6jdA4wgTQ77TRkD2kZghoUhCQDL1A3DY+hpASSIOhmfSPUBzNQQs4tdXQMnhSJ83wydAO8AbNCl9HUAniMRa0TdJQDFd1PyQkC5ANOVR0xEgVUAuohPWp4BTQESsXckyBi1AvGVAFLxcWEAOQ+/Wx4A+QOFnVmO2uVdA90cNg75MVEDnPnzlikpYQCk30zbnD05A92Rae443QkB/KWBa4RxSQHeXsn4o30hArBkPMBuXPUDbZTQm130/QHoenOe5szlA+WQ5KTTsV0BwfXpCShZRQBhp2Os65jlArHlXQK/jKkDkhwY0YLHwP/Wn0Wf3rFhAVrWeH9ksKkD1KXW5oPhNQBRKCc5REzxAVwI6zuuhUUBGrUkjMgxKQN/satFSRjxAGkCGx0LVM0B0T4lr90YgQLFGh63T7y5Ap3c6ilClUkAOWP0zygT3P39JozBXilhAcLv0GIlsFUBqMVQP+e4nQPijG6UzwD9AMKED+z0fVkBZ/71c5HMiQFNP5LecmEpAAOy8wsFGSUD/JJNTyFpQQOgs5a0E7VVAXVSu9TQYO0CSMjUD14UnQAlgvzVq2kNAF8zUbv5HVEDY9w5A2w4uQCwAjPf3hCVAtvSeN2UbKUBIcnegzaRTQJkYdhnF5kBANLZBloeCTUDw9xtRRTwmQNymvw83oRNArPigHK+xUECepI1/RCFXQKnI+Y3Zz1hAzoRvFebQNUAIgjyCBXE3QN9YBvj2A1hAmfG2zQheNUDmn3RY78cDQJor6g2FNDRAEyEXITsSS0BFn+YlKSRSQNya77up6VhAAwUX9us3V0B/mGHYgSFYQPrj6uX41TZAElLAH+OOQECEtdW5zC4bQMmKJDDcvVRAhisowGCFVEBoA/K9UAVGQGKHhIqTY1RAuT8mpeqpQEAr1ARdJY5GQEZUhfzLulJAi/R9dHluO0AO5WJc1oJUQPyvNa2LDElAulsGwaA4RkBsYiWTwthWQBhuCQD3hFBA+yn1Vf/QUUBYoL2mLV9WQBKBoUrPUUdALq/HPyBSUUBCyO8/0qpQQK7S5Krp405AVZ7qubwYSUCcLugQjxxRQNrvngU0G1RA7EfsSD1ZUkD1t7PAzu5IQFkf+uzMjFRAQS9G4STKOUDg6dT6nCBFQFNIxa1PWDpAfznCAfWxT0D35TH/l5RQQOmDZYsKFUpAD2yqbEH/VUCE8x483wY8QL8isi3LXUtAifAg2tBJSkBrVkyZLNU5QB/G1KGkoFBAu5h7vIXsVkAtWHW9QpNUQI1nuBDR8UlAonHYtE+rT0Bko3Bpai9NQLv3MzLXDCxAd8h3gClDMEDJ42ww9r5UQMpm/IvNFSVAw+znqVLGRkCtt1/XL8tXQMmLbqvTEhRAT95ouVWFVECEgdh86oVJQLqsLptfpS1AYgTe+n8zDEDFJeeSw046QIqroOY1Y1FAwtLxREd9NkBvvlU+h3NXQDsNe4ItXzpAlgqM2dHqLkCejFSgnvNYQIUaDaHOglFAg1cKFduUU0BBtYPfUIJTQPzKQEY0zzdA6aMW4osrR0BSJSEbnTxYQFfUvHtaIlJAaT4xim7fR0A69N2o5cAzQC8r8jzwy1BA3BE8Ey8rQ0DK9NTk4PZWQD2hm0zVEVBAgu7HYVGOQ0DDkraBJi5WQF6GKiD6mx9ASqyhGRFQLUBRiCNR1ERUQPQpe9nEdFFANm6rFos2VkByIQFEjWJQQOe6U49LpVBAqxO+GVOuQkBhv4sljhtWQGGX/xfa41hAycK4ok3PWEBdJVzaZtBSQHtx7jHYTydAo9PeKO6SVUDULaEih2hWQElEoVxE9jBAAji/onJXGUCS2TENaURRQCimRIQkNkpA373zxOpIV0DdDpGoWP88QJmLtvE5CkpAXu+Fon0qSkBt5Ir/7rVYQEbj8XsPa1ZASvsWo/2ZREAkv25zOD4xQOWDoKwBHDBAjypzxPNGUkBwaoDkAwbBPzr3yX+PAFZAiJKSphyVIUAlyGgyQRJPQN/C8m0GIEVAe20iKtApV0AgHC/zqWwXQN+ujJIadVhAYu40NGxXVECo1DklkTxBQHUQ0NYU61NAv6Fz7q3CHEAEZtJJK2ROQPI3/ZtzX0ZAKrreJY8TD0BomUlLzulIQFmC8AKTLEtAKuuhCAYmVUCbLrvoRulBQMM99WRQykxA4aQh8rDpPUB9Ui8um1FJQFW+HtaTCERA7L9GJ9klR0Du5LOy/jBWQJZbdjwQTihAqO5WQYuZTkCSd0dn7BRUQDbt4iRivFZAblQBZ6CHNkC0smIlQy9FQLsXRGG5EVBAHV3SqP76UkCRPmp1XvFYQBaWIkB+sUdAZ6WDdAmXVEBStMAKjihPQDgCvEl85lRA1t7mCVJ7NUD4vTywhz7kP2FTXR4CYE5A84ai+mD1R0AhJbi5lE5BQOPiBYneOCJAStFYGKdSHEDWP8k/CBpDQDICREuoyFZAkeE5gbgNOkA8h2EAIdJUQKVHaGjUdDJAPFVPttmKVEDwv1rDd5A0QOEp8YNBTVRAG7JvxuQRUUDQ1Li03o7LPwFeyFu1gEpA9NyLgWCy7T/5F/0CnXVYQBZNb2SuOzVAhYy1BkawKEBy+M+4oNNCQDF6iiO9xlVAj5VEqSVETEBX594oMp9RQJsOBwlUmVZA+Eu0+CBMOkCftF9ra7QwQDheD6f0aFVAsMPPoQJ+T0DRDIxyGyhTQAQChz6RSy1ABh0pmMTbVkCfMVB0Q8NWQMfnP+HsbSdAPXkHbsiXVEBO5h1IyvlAQJIFbiEiaS5A270IYeAtQUCPL/XieAxRQNCaIXmTDFZAi5FEtvcVU0AU7C+wowJCQALtMzr6IFhAg5o2lvlDP0B+Ya3Sp3M0QBjqsiABnE5Aso0aICXlSUAjD77g3uBXQLPFda+rsUpAuLI1kQHUMEBKubyELH1WQJNQGD6fAzhAEC47n+dkVkD9tFOrVg9XQA7BbDQHIkFAfKCIxp0NUUD8tXBHQBJMQLvhh6TIPFBAQt0YTk2fVkCYvJxJ6/QYQH2xqyQFlVZAHVEjGEzPF0D+JafO0tNMQBAHryelu1BAjJgaOirJNUBaPM1hzCgnQDKFn67kl1JAj6DudQVDU0AxgWslNNYiQPHd3a8GwEZAVsauLNK1UkBIz26mdu0zQKIIazPmVFRAsEis/DW2U0CtuUGkyR5WQEJskDP1Z09A+D9h7Aa7UUASfZOP2gtUQEbPSaUZGhZAyQFPgTYrTUB67tpTtlVRQH9waqubqFVAAJrSGO1BVEA4s49JUztXQBdJekhp6zFAM+pWxWyDU0CtEOwW6/88QJYxXGzIFVBAgoNJnYpoVEDFo63YS3hMQAIbLKMQOVFAsrSQCuZVUkAt0vAyEfFAQM3FT5ykB0FAM6iRSCxZVUD7/EcH4L0VQJyGoyr0/C1AzQtf6ddTAkAAlktIhWfhP5DF3Imxsj5AFK9nL1itMUDXimMFrXc+QBN9nuIffUZAxyEAdukAWEB0FdzhoH8XQJZzVBqfPVZASuCycxI9TEB03Ko5//g3QFjSKnLnyDxAgGD+olNAVUCqkKfm5eVUQBGLCKC7/E5A9kMY6pfKTUBasnUt4no0QIz/J+euV1hAx5rYrCJxTUBJIi11bYU5QBnVJUxyvUxA8NU4FxmZBEBvvOClI+oHQNSsUj9s2ExAS306LybfNEAMN/Uj4ilQQIbB4W0++jpAavU5uII/OEDMDVmBlf9TQD/MQByypylAwi1mS1ScT0Bsc8S50/hSQFJmbIPNjTZAFYkPUP0bTUBkDAtkdGxCQDqgyLVZjVNA1LMAofcTUkBS/3DEz48+QNqLnkhIICFA6s92HPQyN0CxQfD+MwM9QGzVJd3PUlhABrPI5D+NSUBS0FTfS5tQQDahplkFGx9AJfeVF9nwMEBEC7a+GBssQEpQjuFlRFBANWfb/PsbTUCqzyC2pGJIQDmN3ZVM5VFA+GJDu35hQkBWE9ceAOpTQANvGos1L0dAakdaVXy9O0As3ktqOI1IQFwHXoSX1VBAo43fNstBAEDA60CNCvJJQKWv49U+bCVAjegcHC9dGkDepEFgUwdGQGiE7W3RklZALNcyZUPCPUCSkA75EttQQIkN9US0WylAXT9xWPjwHkAPy+4E6/9MQIj8rCtrnkRAHDrKYEQeQEBpRtaR/WZIQBHovlIhS0ZAFKbiZlosTUCJ0QHoYUoZQA/nG/idClNADpbZBXsUSEDF7RC93OEuQGgD6wLL3SNA12ux6yNVRkD3qmtxjqtWQFWeBufg0jlAnN1wzQswSEDMXRq9rVZEQAappB+R7VBAr/epFjh4MkCdp6Ct/tVHQLXu8Lcff0lAgIUD/2BJUkBgYrlGY6dUQDZLRJvX9hZAXmNmvp24RkBg9CG2JXUSQNbSW4ZTAg9AsboPFaKgVkBAmXvbXPg8QIQNOOjKvhxAyrp6EeipUUAAdLMaiLNKQClZUK8t1VNA5+l1fZBxREDZWY8EdFFLQIXr4R3Z2VRAFaUemv+NUkCSQ2t+jR4cQLvpIcvwgFVAXCCTJebxWEAmMZuBiABXQAdx7lpH7C5AESzyDmJdTEB7tuDYxGNYQOGAZD1NnkVA3CM7DHSBI0AOxUWlU6JLQNR2wncHR1JAZ2/hP47fVUAgnRPTrLdXQFT3eClPpVVAhZeCAfJtHUD61XC2CK07QJoRXK0NSlNAvFuPHui4JEDD4OhpZYhRQEPQrA/hqDZAvSnQQti+V0CeX2iTpdBIQHBLEEEs40JArYo21pN+PUCZWrMgTv8hQMOe8k8Mr0VAgO7nsa62WEBWiR2fX6VIQAATjSMd6EVACy1CkZbDV0AIo/menp1HQP3drjxxcFVAjS2s48NgTUBCk0qZE61WQLeDVyK/XjhAKCwawQVBM0Dp78wNfvY0QPd6LoI6H1JAWaMggjIzREANrmkcH3JUQG3hEN/ZFlNA/pdc48V4RECeaavPrKxQQC5vZnjhl1RAVtvmA2nsVUBtMl7Vk5FIQK3TCxw1VkVArzVndVUiI0DbWsMKocRGQAaLdvfgERFAz8WeioyTSUC95jnDScY7QEbb4fkz2lRAWudvKZKMR0BT76XNfNpWQFp6wkhBYzhAHRfCdP+mVkCfgZUeS10tQLTtdZHs7kRAN8yrKCoNQEAVioopXdVBQPZVWMHo+k1Aru0oFxeFTkBxRbT8R/RNQHBZr0xmNDlASJDvadQKVEB0oq0Fs3ZHQG1upyexWDpAEMEWcUhkQ0B91GHGjyZPQIlf7jvtYUtAc5cfQJX+REBmYyjw2nhTQO4aUj2HyCtA3d5ca16sMUChLvCOY51QQKOew91pd1FA16XrrYweQUAcVVjiUp9OQC3wDbDBvTRA4mJa1QPdQEDWg/CaKwY9QM2IJhD0PlRAZvfK5c7aNEC05VluRtZTQKl2bAeCnFVAIf3kEEbJSkBRq+7v89lQQA6bWXkwOx9AHHnSsl+ATUCic9DqmlBTQCkaY0z5VzZAr0DylLkIS0AukNrQmqY+QIzyYZ/YW0xAkcayW23BTEDOHb3PRowmQLo6nIaeEwhARdcEj5VGUkDomXQmAoFKQJDt9egD4VFAuON9YzsUHUBPkE33ikFTQEmZFZc830xA++7yHbZYVEDQjXyX+MEwQCed3TNrnVRA5KGPwIcTGEBOgqkzWhomQAp/bwHbVFFABuefEld1T0BHkVPhMv5VQLTBbumFi1BA9H4cuUocKkDagsBqIEwSQNnBr2LAEiVAKK4VztUkWEAEukI4ymYzQPzB/xTkHlRA+tvVi3u1HEDzC2vHtIVYQCr6/WGWhVJATtTWQvihV0DbQEJFhqZTQKykfvhST1hAeW7oy0JaVEBgh36J6zpYQHEtue54+lVA0B9XoEpcO0BEudpCXM5QQE92LaiRdVdAfsl3HtHQTkCBkcIue+AdQA0uFAOOIkBAkSsjLRkOT0CIX+fUkhJPQJa2mV2ALUVAIpNYTQc8RkD4APV+vmlAQAgh8hDw4lFAn1UN1sEBS0CCjiCeenFQQKII3K8ir0VAnVxJzrsnNUAFYdNvlds8QOBTtcCQ3z1A0PkT83ErUECWFl57EncpQOp1bJge5yFAalQHPNk9VUBBPwFZf+1VQAWFOHP4XVBAlXOqfwDZVkC8YdPmWStYQGOc0gK671VAcjLNmNeuVUDWM5uRL7dMQHjU58mlVldANJM7JHcDMkBQvKBNUexCQHTEHttrW1FA+nD3+ZUWRECUSwYx04g1QHKGFQv9w1ZA7N8OZ7MDRkAGfaDNHKNCQL/56FwJ+VBAu5L+72IBVUCBSSDnUKdCQNDflxFu3jRAVqe+wgvMSUC+DYryeE0jQAmaM6mxa0hAnBBT162nRUC6Pzk1UYhNQDpyrkwbjBBAL/6QAG53Q0CAMAuNZQCvPzB9jl0f31JAH2MqiTlyTkADUx/MH0tWQPXBhHP1KlhA0KEceXT3zT/RP2xOkwROQDbupklUZjBAvJiOG4k6MkDIqQDX1mw3QAzrjMTymVRAskmNLF3TS0DcvWQ/LIZIQLaqxnRRyFJA8eLuiZ8aSkCBA4a1hsU4QEMWDmkmkzlAKXzJy+qxMEB7FizjhHNCQCGxw6TBOipAsPZfu/GkSEAPuH+EnC0FQHNj/HZ/tUpAqSCeLN29VEDNOtGhZY1UQG/XL2mucz1AZdvbnlUEV0AKdWEdDLxWQPYcRXNz9zpAJk7VIuNHGkD14N3HF2hJQPP5Crs6HyxA2NVN/u4rU0DSNW4j6cssQCk4tX1A0VBAt8KofNRRT0Dqg/0RuRRWQD59bBb0p0FAAnWMXVAuWECAZDhlsI4zQPQ1oy9zjSpAbnDv7boIP0APjE4CR/FUQINGl/Nkc1dAsr2hcAaMUEBy7Dzs6VwxQBLIpfF+cUlAYFh36o/oUkCc3WbtfVQEQPGQEThXo1RANN9sprV3TUDwVahgfnMeQGlm50hTKCVAfWlZ1vB8WEDw5L7F2LZHQPNfXIdphDpAbX2kWNEYOUCm1TujWvhQQISpUd0qxldAF8cm7Pb/S0AITleNgGEXQArU33crZ1hAMRIHxgr1UEBr5FesTBNRQL0xgkszoApAwTC3eT7+UkC1Yjd5+mBIQPg8hWcIbVhAzXrdxQmMWEA5YqOL0I5JQDM9neXl71hAa/k6SqZVKUCJDiC3CjBIQHkV2JfbRFBABNDwj+7NSECvrg4ChbVQQFNj/HQCi0pAGH6eX+k4R0CKzBSRq2hYQLBLVB0+LEdAwGStp3YpJEDcqsh2MdJYQG6cCfotc1NAOtRSqZNZT0CJeClnxwVFQMoZ/qL0I0RAosfo4zwDQUA4w6QEklBCQHJ+r+YNGFJAU1HkuKLKUEDupoHqxJhCQGfAaBro/UBAlX9wc97fR0DwzcBusFwjQMJRJGq+H1dATiBzwHpzSUBMrjlp+etDQJThkeDa2lVAaH9ZxgUHUkDC7xIgXcA1QCwe/X+FHUlAIAhBMp2iR0CwLZijfhlRQDDX1o57BC1Ac51N02TMVUDdI8BSLShBQLoMBlaYr1RAHZZs7PoFTkBzY9+S20xMQJeiBqnGnUJASNuELrJkU0A1/jq+591QQBF1ZeOzyiFANe1YealkN0BzKBbRBbxYQEjkvLkBqE1ASO2APitBFUCCfwLg+eVYQCnOtaVoDhhAk4oS4dkhUUC47lkMDoFNQIxSNOjKWEZAagyR7FX6UkBgDcteqyBTQMRsTQvLJEVA1EeBYKBGV0AIDRtzJ+ROQPcTk6yowUJAdX4BP4zzOUAh4EM+ILhSQLedcBJiojZArfVvTsinPkDXZYYbFSEtQC2aaNW0YUdAzCMj5c7SJUBd/fNAFAhIQPR7jg2KhEtA/eAbZBtvSkD1XUAyC5xWQLj4QgH81UpASqD9ef8YVkCMQY9ephxNQFIkkNh1PSlANDRCVWrRQUARqG2edjBRQEb6M35B2VVA+UfHXUDRBEBZWha2xTRYQLX0GrfXqEpAqiFtA40CSUDvWv3QyNFSQIgEBhGTYVRAVli083BoS0BbHfXS5CNBQGBMe5S58UNAq2x8gVlqQkDjuJ+rdzlEQKu0HVMncVVApvY6CQNpVECSxr71PBolQGekzR3Eqk1ASoyWtykFV0BFl7kqxgtBQN6Y3muI4E5AaF2KlnDYVkB/aKpYzlRTQDw2AiMmZ1ZATdz9AK24O0DyLoM8tpAxQKT/gEP4bjRAIfBeFFYePEBEYYccAbYTQI8bqtVS8VdA93LOjIiZWEBNhzSAMGJRQEPl5NxapzJAWM/3iDP6LEAfqObgLW5WQFdz/tuadUFAUoZlabJMTEAJgZpx6wAzQMCnPmM1AVBASyHzjGXMI0AgukHSsjxAQLGWJp+XPlVAI6h0nuWgUkDE3u355INSQNv3iAeVZ0RAMC1kmS8JKUA0iuLT4RhPQD8wY2KGzEFASCHdT6M3NEAerWQXzAdKQKa/5849gz9AFAlJ0C+5S0ByRAUFO1ZYQHrc6VrvSCVA30t4qesIVEBxO6SmVrQ8QDatDB6nOUtA5cqrVLOjG0BTKuCMdTlEQJKG8PCRkU5ACXifD9e+PkCWlItvM2w5QMzgxnLmbElABJbDOJ+IL0AvN0qooz9YQAx/0xu4QitAwW6zmsdvLUAyoecRzdc1QBxAKfT/blhAi+VCPICeVEALD9nqMVtYQLeyhEchiURAYy81pKoFUkD3OlRBXkxTQP28jhOWE1ZAcj037MnPV0AoFJ4b+VRRQKNAvGinWlhAD9A8l4GXSkAuvhKBjMU8QBMFzyzNP0lAvrXXLbGRPkDlW6OYY6MyQDWYEu5fukBAfg+H1W15UEBmeeg+R1xQQMNn8BQvoFNAZ0lzDxl9VUAvlF5IlmRNQALc9ydz6lJAbf8XmlkVRUB50F2d0/csQFQ4cUmkJEFAxpIAXWshSED3e8BnqcVVQOk2aR4UxlFAGX75tUVsMEAtwtmzVkxQQBVqmoGtUTxAO3F87LqhKkAK+I9txQYyQNsuQqen9R5AZPWmgZv5UUBtukfv+S1VQPqubp7ZnUxA+pFtXwNWQ0Ceeczj8WZCQOv2ZURY5D9AWHxbLEDPV0BykP+YMs0cQDleY40Pc1hAVWUXpmd6IEC48tkoXAtWQKlL1yLUR05ArVkJJuFPQEA2NNGLhpRNQFy+hguk/lhA1F+njSriNUDdHH0tYndWQBEVfKSN0UBAOH9lJW5wNUCAzskY6uosQGhLB7CYz1JAaJzsZlXmP0CUXumXTTxTQEFFo+GcyVNAYmvhzybbSUBvw2evZO5VQMZ2IoVSlUhAvr5+uKthUEBkjQaoOLMSQFiAAQ3R80ZAqRaPaMb9REBpIKfJCdNSQK2yx/W7aVRA2AqDZ3OxPEA4g2j4cPlQQJpVNBaJKzNAwBkNc+AZV0DpIODNRcVVQG/y3cETlkJAXEULlT3uU0A0y3xPLvElQKhvBbHPXRFA8E9mwUboQkAB46iYmDVWQF4QKReI40BAeLSMXJNyUEBhjPVLQH5UQDWvgzKyuVdAiEZb4N9VR0CcrKp3RMtBQFSANiSyezVAqLYS8bDoEkBkeWdHS4BVQFywRaWUEjJA2x9N+9qAFUAjiVTXvalQQPcVPGzA/lVA3EdM1xaN6T/axaCemM1FQMbaUf5WMkhAbjc2b2mAJEAzgcXb2dVLQL6tZQkjHkdAdjxUmfz4RUAQ5u3wS8cUQLSxUQVg+URA0hxDH4sbS0DGeU/AOKYaQJ9P1jiqrUxAS5eYuOyeUkBoelmEcMs7QGXrwVsR8klAh50r7qpXVUAr4zKZndw+QHh2EojxMkNAnRRyGLxYMEAonDgUa/I+QInf0QOiAkdAYowHSENvSkDu1vu9OcggQMk28cJw+lNABpvYSsRdMkDU6rEVsyBOQJHPT9PY+TJAnAGe4sdbSUCmxDsCNRxXQM7wSdWGjUJAbyMW39mpQUCxES8MnqFRQAL3kiVCp1FAa9oA8tA/TEB04MyCJnhSQC7OeE3dR0xAwg+RFIrKRUBYvT4xYgpUQIiSRq1fhFNAQG6or/naUkAaQFmDxYw4QCScsKv00VVAhOFw1CSRVUBjq/S8vHJSQKZ+QpC+q1BAV1cBLu+uV0A2QYlDGJJOQI0t96UmglVA27TDGQ3NREAHoWwurahGQB/g4kmwkCtA1l+TQiqwUkAi6U+ZzqBEQAbI45Ay7kBAyRSqguEBUkAxWDtEXDZSQEcjJjHPfDBA/LlkDwxCTkBwB3uP2QonQE6A1bCjWFRASqX5fb0w/j++DUBa9s5YQH6Rnerc20BAbML5usDdUEBXxNqF7bNBQEHrKet7FlVAk4eCR/BiQkCKzO84QYs8QI5KdxagSExA0fKur4XZUkC0iFiMJa4/QILRGHtKtElA7P7lwvcxLEC+WjiaWAMxQOLvqJalck1AIwMy3FtpH0BRfXhsjK9KQAyeWrc9aFBAMY3rSO4zUEDaIRvB77JYQCCzyNHG3FFApBSZdL9tBkClbBoE679QQBd5nQ2vNUxAhT0PKqunWEDfRRlCPtNAQGhvRVKGRRdAQP3Zr6iUMUAtYKS285sOQFsYZkaroTBA2G6DxgNuRUBCyIG9OQZJQIKJhGHW01NA3L9Od7tlKUACjZ66qINUQKx05TjuQVBAKJaPM5HTEUCYoMlYvIJJQKYcIxjCe0pARZP8IfQsRECBJDOq0LtVQFl1oiF3nEFANC5cuQKaTEByiJwhmH4+QPoU8SS0fTVAkY290CrrUkDl8qoftZNWQCC01vIvMktA0g5dMMECNUDK4TvH4PNUQLSs2uBTrlVA/36TYX2YS0BWIT1Oy75RQCUjiSn2sjxAjFVAQjOKSkAOJN7g3JI7QMsvTcCN2VdAKHXXPdvtO0BKxDGSfn9BQOku4L1MpEdAbKgGEfDbS0BdjxoBx+NHQEv2ajum/FBADrwFErsNG0Bl9WIlScBWQGZpXaB7sjxA8ojg8VAvBEDQjfMUC9ZAQDc5jr8nRVBA8sWQO2nBQUBUAfVq6tJKQMJiW3v0zSRAFYFVzZ/2HkDgv6ph12jjP01G2rswakFAx7UEGvF4MUBpR5P/rbVOQKuAHej/b0JACbvqv7j0O0AUmd3jIihSQLrBBikf+VhA9N7jv4+jVkCWfa/fXdBFQKDJF7o92khAlzzrAp4HTkCs5X/Wr2dJQNGEvrxlU0FAGWu0Q7s9V0AJx8PPkpBNQMwmkyg/FUtAmwdBaCqLV0Ca7oj+GyZLQA6DRtbW90BAvyzn7/rOUEBwu5snIZsyQNcWmZY0Q0FA4SNmnwOcPkAixDS7swRRQOKaGIQFmD9AfhYxkjmlUkBCE8HfLfA4QOyUmsDiPEFAGo2y34yPJ0A/tZQNbBU1QCDdRbnYrUtA0SbYIZwcUEAXOshXsfFSQEJFEU7Yry9AnYQwUvDfU0BOpfajHoNLQCwkuOWYnldAN7K5GaaGV0C1n5UPhFQwQJoCcFV/4TtAUvUq8SZ0TkD8n5+TtKVFQGM5RS7ulTNAyN/dnToyVUAPewFxPulAQBLKrw44ukRAn8GpMWapV0BcousGjtkrQAwH1TYiqERAeqBRrK+BMkBImBdGpixQQJtGFlXevj5ADhgJjQitIEBurx3x/EFYQMOE4Tj6/lNAIDktHzKrPkDkUvxghMVQQDN8fFEpiDNAxCN8ZL03OEDEvBjLtkxJQOOhCiTxQFhAHoOJxx6ERUD71+pHQ0xVQGsSqMpyQ0hAsEef/DGXV0AnUXGzD+Y1QMxyaQ8m81NAIEykH6WMVUAaV2qAm6QoQIfBinUMHzlA5R6nCTKIDUADSvbA8EtWQEqkQKI7IBdAFaytr+YuO0ADBkxOeohTQB/ym/PEOVhAs8b7U1unUEDmEsOYsIdLQEwDDPou0EtAA1ylfB5ERkDX7xucOp5OQBwZ4DYI/zJARtSX+iAqWEACSgA1RPwVQFVoGjy4x0tAdva6VmqSMEBkNM+A+e8zQP9xn23LEjFAdCVflL62V0DCvREh4+lBQO5tn+fvCyJAJpXu8f2kLkAN5w5cmstGQA3n9nNbzztASZ6/x/+2TkDYrT351L1OQHDgTjqIBVZAaURJ+XiAVkAgkL3mdaE8QDvXYQR8f1JAFzqsmcX0I0C/2fnHQzFEQEyRemr8r0JAaz2rQb88UEACxeMUUqFNQKHFPStQ5QNA80tcmjPbN0AdQm1wyZNUQJnBoG3wzSBABqucrrtUTkDkE59mamQTQJKduFHzZvs/eQG/2+YxIkCTWXxHScJVQFpZILBiQENA6SdQRiqZUkAx3FsiceJTQIcPfGePIE5APt0sYGmPR0CitI5tmmVRQLBBrGdyqFRAQLO5NFoAVEBfkNVtiCgxQMLtZqd+EiRAx3F2gk5DPEAsN7LW1Q9IQBJEjOnBG0ZAUwL3ruHmQkBuCO8QwPhSQOPW8pcvClhA4g0uVhfRUUBTh264itRLQMDigBcAYElAY0dKs+RRVUDkIkzpAy1TQBpkIJqVbkJAfp0ruhI0VUDHqFHFlvxXQK9ht9eDF0xAVxNql9GZVkDXHSkGWktNQPFuoXY7FTNAOVUuPG3fMED4OaZ/3vBHQOj360w82U1AalV8TuE+NkBZUpJCgqYPQJe/sqQkKjZAF+/ZIS+/REA3sifPmg5BQO2zPIqFVFNAgdqIqCpqUUB9EHQnAHE2QDxEjHmwiCxAJyShqiaHTkCCyKBFwNZLQEc22VNRbCtAvJyjWN5AWEAKA3tDvaw4QB/M/oOS01NANBdcj9YzMUCOU9gwN6lLQBZZi5aWUE1Aw33mmkXOKkCwcJyqXrJQQIQ+470VaUFA3FLag81AVUCdinx92pg9QJ9l3kzbaFNAiC/vlFZ05z94rfCOkAhTQICiacQZaM4/3iYQq1x0IEDVky0rnG9WQHUdUS73lE9A+7Owq69ZJEBijMX8NmxWQLGImRWJM01ARn75SU1AQUA09AoEmHRSQMAlpMK4DkNAGlMeSi/ZSUCFQoBdInxMQLwTnACwXRpAkp/r8FqvWEANlKEhv5IwQLcMCOdFsUtAqiripI7pS0AToIknI59VQFjTIWssD1JAiVGKWsFWVEC7Jw2T41JBQIQqFvt6sVRA9dCL91FdNkDG2ET9cylUQEBUZsZkbUFAFwhWW8KOV0CF6EQAHrFVQHknrYH2QlZAh9gKdUDsUUD7avnEu1FGQCAM09S0pVRAy2xy8gDOWEA6xWnaldYyQGN0lb04X1hAAQaa+0WBVkDmjM53sPwdQAfecwSFj1hAO+xKLzzkQEAoThyfPENSQPz4Hn4VwjVAORZf7YJmRUD7tV6o0LhJQBTHsumqBVdAOcwbPfBRV0AFNLPf35o5QG1tJqtQ5kZAacL1s8sET0DmysgnMh9CQL9qVQOOmFVAngkdMkKRU0DKQasZnHlNQC2fW2FobzpAlPOXT89fMEAuasmJ4XkmQKaKg5fhf0lAY8n+Rh5VU0BRbBGWuatSQByDDkbOFFNAysqrVIccRUDMsiezDKtWQBWM+65Dl1FAVdQRTiO3UUC5Ecocpt9WQDb75QcB91ZAPH/neckOQ0DMXtLjsKNSQDaJ9P1e3k5AgASx63u1R0By4QoVBsEyQAd8Ah/T2lFA7xM6mEDLU0A+HsAji9FWQMTFIO5JBzlAMoc6veexO0DgKXQeA5NDQJ3O4NOZ5FBA/67AIZ6aIkDSydnOXasxQLpujRbFildADtYx89OZTUCKAygsQ/lUQI18jpQUh0lAYXPJlR1+P0DsjwGcU15AQBUzvGo6Y1BATucKpM6HOUDq2uuKIHJSQIddsE3ZKUFAtVMXYpSLVUC88TFjZCoFQPECsGvsIU1A52W7iqG1VEBYqX7NktYjQIIpIv29RUtAf6BSkCcjS0DiKMuQgWZTQPxHoi9AojRAKR1CT0DzT0DW5p6KE/RDQKbYRFtrzCBAH4/GiZpZV0BLpCIYG5pGQHmazl81i1VA+JnmVnBGV0C/h3nldsVQQFtJEpNm2E9AdfovgRr6UUC2ve22uKg/QIJG1ZlwIlZAlzhTrBsWRkBTjvAOCAVFQFz+pXniMUlAEgORFDt7UED6Z5kSA79XQCtK1NCQhkNAz3QfzmIBNEDZfKhfM39UQChko/2O609ASXPcgFQGLEBM5ZcrvOg+QHhF/Jve3EdAyxtzk3WZQ0DLfJ6mQM1QQDUxiOV9PUxAFrpfCVnZMECee3ClJbtLQGPihoE9HVBAN5DZIS3QVECAUqk6XSRSQDWrq1gH20BAfsi9yYwuK0AcgHOni64fQNopa4uo1UdApY0NW+M9UEBJPWmD8shSQPR7mtSUXzZAu/z7QKy0RUBREJuRbnhWQF1kV/lqtEVAVz9qYEY1RUB1rir8CadWQLpS4WiL8khAZozFz8LyWEAdD8s8lVBEQHS60eOtalhA/bJESdMrVED3Jf2eHaEpQGZNli9N5EVAxUbz6KhKRkClfEQEmmZXQMUTP7PGK0pA4RIQauGAP0CHnJ88QBRCQMN/9NbrtVJA+ZRe3CElREDzQiYjRCpGQJlSzZUOqwVAEGUVAXh2UEDjmSJEHZk5QKys3qeK2zpA6nfgR0UxVkDcHovuC6ROQGCcVZ4MYRpAIH/OIwh1M0CE/EMqU7EBQLMYjVjj71ZAWkz0aNr9Q0AH3/rel8tXQC6P2K5C2lFAlnYJhYPTRUDy6b+LxRtTQCoMwcfbY0NAGJoWaZnYVEDfp2VOBsJFQM6Ueg7aQVhAh5yRdSVCQUCC1rqcTCtGQN874Ke2ZkBASdlRVtqHU0A26PYbK/tFQAyRmdNM9FFA+Dk8Wfm+UEDd+2So+oUhQNypfMsLhDdARCpL0zdLQkC/WS5y+YQ7QJTDgPtI91FAQFJNNGQzwz/MqNaSDclLQARBY1e72k9ASh6j7QlNUECt1IDme4hQQOT+V3H3/DdALJ1Mqi1hUkDLQIhJsSpEQHjb7GhE71hATkDC9FfiVkAWm+1iiZFNQFOUlQMNT0VAReTaXPw5U0Bwi35K5y89QM0fBc6taEdAd+udcVdyJUD8Yn8Q46JCQORw8zoigg5AsJ0PjP1dV0BmF70wg8c4QDa9oRZM/zhASw/Bw+bkS0DvNJeSyIUYQHI5E3saG0FAED4Z0ZwLT0AKBHNTmjZGQEuJh5E5NEZAjNqAg1VfU0CCaBqObS01QJ/5AKN/nlNALFPpOuGg9j8NhaAYE+ZXQIbWko0FOFZAP0ma/WM2UkDCU1YBBoZIQNdV4klGsFJAmWuF4lUUUEBdcJ6JEmpBQMhQKKjlWSdAZOOJCPqZSUCRA03Zwac2QExje4GoD1VAcfB5Ss3KREB6c4saXOFDQDoVgCFcfTNASCy2QJkeJUBJS7++Z6JHQO+bw83iHzZAjI7opdR6TkAJa/8mtt5KQOgq9BuKv1BAxx8Fl06dR0BxFfHDTJ1AQEm0yQDTL1dAjCf/IAIATkAi8H9R/nVEQJQKyYvsKThAwu4kC9WBS0CJJmNWmj4+QJlobJyMhU1AZXNWQo+sTUC3a8w/zBxSQI2FnPAMHVVAVWoVMoHjVkBwQxmhjk8fQHUkOXs85k1APTIl9FxjUUDAOwg7771PQOp4XtF5/lJA9KL9Jh6uV0Cc5KE/prRYQBBbbynAgx9A1mOSjY+cRkDQKiCW2/U6QOjmhAOx4FBA9l89Y/nZQUBYLbEEdRlVQEjEyhAGxVdAerH+20G7UUCCzAVL0l5AQCbODLMu6SpASPligNazQUAIIj05NvVNQJzwtZFt5UFAHnR1BGjcUEB5HYhpnNIxQIIDRcfpLFRAIFYp/0KA9j9VAQGIjeJRQKkNEg+H2lZADv3Y2B1AN0BJ4FtyxQlWQPe/BvQiIydA36KgRP4OSkDSo/2p8cQ6QBJVv7+Fa1RAgBGNUOAJlT+gQGbRk9ZVQEocIaUjwjRAzCpHJEEeNUDmvvMLeeRDQNAXb7pmclBAFmaZT1vUV0AkWbGwRbweQKJB8FsxDUBAwl/9bDJCT0AWvbVjzs4dQHZhGFGyyVdAgEINKvV3REDRe88Ik19BQOo4FNIGMSlAmIRyplQmCEDcEK4B/vkiQNNJZuD9rVVA+rbh7UiNTkBpXEz71Z1VQFlwUN08J1VAAviUmqdxUECTJXIR9LJYQGrwDWUZ4VJA+LudviFsKUCDyokESuhDQC7MsRYnLBxAKGmdQ8PMUkDei348nHdCQPimmmjQ8fM/Wkxk9+cGQkDpdrl4nZ4yQPoWdySrxzBACpWlh2kUWEB/dRoc3QA8QEYrDhof+DhApD/pBGeLQUALTW9pxrVAQFaQB9SUdkBAByb1gpVjWECgnLCxHj0/QKq34dU8ClRASvcVcpRQU0DozbC8N9ZHQDVEqKanaFhAhLsJ/V+dSEAhSmO/8qZSQO23eEocxk5Ak/SKjkgEPkAveEvVdIVKQJ5fo53XAVRAXKpnfYXwSECFz0dBzVRYQKAo0MjHACJAFvupXMH1K0AvofOICF5GQKwR5hTxc1FAa9LIDR+fVkAlzFaG2rtUQCc3x5wLHQ9ApeIrorOdNEBvCenQbmg9QIZk5thea1ZAJS2FsMHYT0Berv1F6QdSQOQnBpPu4FNABudzH1PaD0BYp/uK7lhCQMNw8ppB7T9ARhGDShfdVUBcxjYhTtNWQIidK+l33VZAw0x9HMHCVEDq/MOrJdFQQBqCkS9oTTJAAp6fySbDQkDw9/0UoRA6QJP77pwbO1JASdXMZOFmRUB3gwPQ5uZSQGZLEHy5lldAc11/fdqJVUBPhp6j/ig3QAXMT9H4XEJAdxlE1jMxREBI+XU9smpPQPesyWqo+kpAclkSKd0rT0ARYQDK085RQF+ySJgL91BAeBIB87OrTkAmjiDvG6BNQO7odYTTGDhAg4SIqlHuU0BfX7eat4I3QM7wfpoNClZAP66C+d4IREDLJStMvk1PQEbhalcw00lAIpkBcSl+T0DvO6XT2uIwQDv3ph6Ak1JAYMMIksS/VUC2FyI+SixOQF7WJbyK/kdAsOysICeEO0AZorMK2903QNtgeA0xIzZAf6aUoPxoVkBEmJQEoGRXQO8q8UH0YVRAGufbs8DsSEA6fq0QCGhOQCOy9NqQkkdAMp0mmQprUUA5t8wNxMxQQJ4r4+i3oxhAuLbt6/P7SUAG3D/K0WIsQJ6CJtYH8UZAZg6WUyMGT0Cmfat6AwUwQBgp2P3kHRFABBM/wQafV0BkjuuuUKMyQKwYBYraOCtAD4bCb4+TVUASF0X2TVdDQHMQPHMzIlZAOVKOyRtnWEAI6o2r0+ktQDkV8nAk8VVAFdsC0OBtIkAJ2OfBSq5CQMtq/pca905AUb/F502VCECPAI3yQdE4QEOt/hYIPUVArpebL5yTQUB2idFd9OtPQILS+iLM/VBATAauLUJePUBKuykvOdhHQP/p2u9mFFZAZYk5yIofQEAVYgwN15M+QIQtSAscmVJASWUDl0WJH0DX6tPyqphIQIxBkLQOsFFANGs79OcLUUC5E9TxuBFHQLQbyusBX1VAWJjPZj4eVUAJya+SgYsFQJJzbGPX5ldABIl0s4jXSEBFXs75mk5OQKNL6y6SwVNAUZTMpyJNLUBVDmy0TlwzQMh9L7tUEjBA5qKOaMMJLkBW1pyLVVEwQAzeOX/znFZAH9/aKNuhVUB4Gus8JbkvQFz15K7kbU1AHI1urTUdQ0D6nZXPNzhMQFMGrRMKAzJAth0MQmp2V0C+ClxYH9AhQKvOkSPMmy1Aw4eL2DvmT0AJPmRnoytIQI4pfVitSFVAoZvEGwVKV0AUG965i/dHQG5/Jar0ejJAmDaB5424V0A/0sAw8kJMQBrG4Gu4ClRAtdiMIj1hVEAFmmKVdWpTQPKBoK0iglBA2eLQlt7CWEDZ9DYNoLNVQNTIwdNgUCxA2hkY6/W4U0Che/km3cs4QN4H3F1WvFdAz1z0MtwAU0BmxqH/bmoMQLubY97arwNA+2hlnX2kUkBqpyZc2dpTQIZND5U9yVZAf24r1mapVkA3iFvzrZlYQN7wLvfV6DpAWnhSg4f/RkCePUivcEZWQAJw63asOVBABisIyRC1UkAvQEWf2aJUQDK64fysp1hAvD3aE3Tb8z+26orjCzQoQFgQ7LnZeDJAgAoXt+RhkD/mUfD8xbsmQHNzUVrdlEJA90Pnhy9xKkADV9POtfBEQBiLLnq7aVFAp7t0uTBWVUBh0Zm9XKVDQITNHPSCMUNA+0yRAgGhT0BmD3lnLolRQJVUBC7mr0tAT/WFCaXdTUD0Zu3vLPg3QCdFIhVQdEFAOhm3WVYnS0BxSbOxH5JUQEru65pb4D5AptqTXqZLQECX7JJFrRYsQCuCkGxulkBAGvxzaK7wSUCs2ROIQs5XQHyUcVH5OThAHN955mmKUEDKlfjdegcAQIp4MLwZmFFAZmdNQMo8REBXeEp018VRQLzaj+3P6lZAEuM34EGyGUDXRWEuDmpYQDr4K8JyFExAEOvasz4WSUCJwGaXg+dBQIfUxhQyLUpAuxdFfJvwPECRZVoIQE9CQB/Ur0wguT1AERa73iEtWEDyiJDMChlGQLKVyO3+PlhA0Xjmh9LyQECz1hpabwdQQG+l0oos61ZASPeKfFxbS0BkKyf9+kxRQNcsw823klBAFSNfT2CzVECvRZHlbcNWQLre14dzxk1AlhMBzakTT0DcMVNazxQ4QOB13Mj4xlFA/yguXx2pUkDYJRys77BOQErd5D2PhPo/tABdjQD6NkByHmyVdHFCQNMWpPuhqVNASTtKBp6yP0D8yqqZOE8nQEL3BGbadkZASRQKp59/TEAAvw6ZjuFYQBW7c2qlRi9A0E9LTpb2K0BJc7RShUw2QByep/4n1VBA/lcsZsbuUkBPF1D6e/5WQJWIQLDDtk9AaLJ69bW5LEAIOaG56JVSQDm7vDDFoTxAVXcNX2q2R0CdkuzGDS46QJXIm9gUWEVAMZ7zHtKgVUDRQ5QWwGNYQK4HtxsCpkxAE4PnDfzmPECGJDcvLdcjQLp8Fn2NBVZAxn6P7QlRSkBeZ7qU7d4ZQLXo538YmVBAPnvQSo/VPEADwlM6POtXQC4bEXzxJ0dA+SBXmouxUUAkc+t3FR5OQGG15QEVAkRANAIxPMzvQ0AhPb3LsTBYQK4KZrg4TyNAEuvyH8SbQUCSDt+QR95QQGBbCwXesi9APi1ENxz2SEAKBldbJfNGQLcoYn6wNFVA+3H8YHAASUDrb6wyNyBXQE1Qaa3o6jNAMDOple+pIECbxmn7w9ZVQN56/CgfV1hAffeH9o6mMkDKYtH57hJJQHFuG9XcWERASj6lpoqzOUBWzphFB0pJQN4K/e85pS1AFVzSUguNV0Ci9GaH4WhOQKoZONbjJUpAhlZl+AbfUEB16pe0jZRRQDii0a2ntkhAsdMFRlMaUkCow9kN7hhTQBnJHEejqlFAXslAg4t7TUAp3dKwwhw/QLqtCSSaMldAd/lrwB3wVkDE7txgWHxVQOLzW1MCIjFAwFlQWxJeU0CnCtFwuPo9QK84D1mukyxA/7VregyNU0CPyW7QQ4syQIp0urd2ilNADC654klZUEC7UMiv/n9OQMavGv34HBRAoVdqizWtU0DqcaJZIuNHQJzXOSie4OQ/jtlM+IXqQUCtv4HZa8ZDQKGc78erH1VACW9UyXbUVkBH/pEPxixGQHNi1YP7UzVAhD+LlExHSkBESZLkbDxNQDJm74i8FjZAxG39XS3TV0Biu2jnEho9QDp7p4tRd1BAUo+AbFFdQUDQYAEfAXbkP2Va2CVphDZAKg3yAF00JkAQiF47Qa0zQLVZ0rfk31FAW+sms47PVEAkX0wioGhKQLqIWlcGpVNAFzoaNzqxVEByz6wPWCUTQOCGxLDm5ENAAuMHSI3xWEB3yaCgX9g5QDZ9NsSFzDdAPv4FOZIiOkB16E4X7V1QQMfSPxKbdjpA1Bi6aostTUDeW9A8ObM0QM3wsvO1BVFAFp3huSYRVUBMyAmeS0hBQBdjl1rP4DNA/JUNk92OUEAWNPdgP+RNQEft1vqVDzpAAWZBRaKwOkAa82Nn5C1QQJrOdeszzRtAIAc6pyYSS0COQNLz9VVVQOhe3IvygkpAMec7A9KUWECeFRtL72pAQBHB/lCOlEFABsvSpOcSRUBrQp3jNNUxQC3XJX2xwkNAeHW8X2oROUDbRIPG4/4wQPl25b9TfUhAdExdPsPWU0B62Q4xrdtQQMBEuHDPdzBAfer9IS8ROUDjaPeEwahFQNSvokxHeEBAPSVr/HOeUUBktyBEVNMqQGbQK6zoUDVAbKt8IOMmWEB2m2FqbHNFQKR5WYITb0NAZiYkGFnc9T/EExevvq40QLqEb651WkNAcWCTa6zhM0BJg8YbRes6QDbTzTvdAiZAiZbwTB9tU0CRXKnDqKdXQAu1Ko+9kEBAc1ylmD0LT0DxsAqFv0I2QJ/bMt8sHSpAhBiS9TEuQ0C9iUPvqABDQHOcTSukxVBAHx8cUIxjT0BWYdGdjg9TQJKZHi+fWEdA40IeE8UgLEDjzHItVWhPQPBYuY3oMEJARuApR5YgTkBMxbAAH+9IQIHlVeKkA0hA4gmGoMSxQEA7hLUY0WJAQAnh2AainVdALOMRRhKLJUDGfcxWHAUzQAnjLNhvxUdAYAqibuG1R0D3eslk3fpAQJKoYu91NlRA72supZEKMUBsp89xGr0yQPs7kw9Gv0xAvQNWDwCBUEBX3h+mEWpAQPvJ0YfuDVNAllLbpZ6PTEACnGAWwIUVQJIMA5MmDUpABbGLurFUIUB/hB5vlE4/QJDsRMvqpTBASsSGhOleVkCepBHvmN/2P760ibb0QyZAtLOGTALFVkBXpkMAgstEQNyDHX7NGk5A4lUiv+glR0BjjGoyM2A5QD2IKpYznVdA78bji9kwVED1HZXDSM5WQFrT7yM+HU9AqxEkrWxyVUAGZC8gGOYrQI45T3icZhtAM2MRZiE/MUAidNKqFzRMQHH3XXFrij5AhG2hE4xwUUC4ULG3pmFSQBmxMAqy3UBAFzcMbFJRT0D709317OdPQDwkD3s/tAdAam2Cqo8dUkD4aQN/KJtJQFlGHWpMmFJAc9ZmwFTiU0CeYrby8aRCQIHl312Q4lJAJ3V0wWiJPECliMrc7NpDQFV94mvv70VANWgJ8DcxQECMCYtMDdD+P3P96B4zBkJAIeqGH/dYWEBmCg42CKtYQO0Fkyx0yFZA3UFycVyHNUBUo/hXz5g3QBGTXsw1EjdA3zKp7UQ1VkAK4dFM1FI2QIrJ3SHbulRA8HBpQJg7T0AZEXxumrhLQHxoaqeh3v8/nOeEhqUASkA8OCf9HatEQBmDHiMf3EVARndSs3TcU0A5147dNklAQLJmy7+kdEdALkjJjkmnSEC+aEq0/xhYQJNF8hVDcVVAKgHC1LLAPkAuBbX+9rgqQPKuftV9gFdADruCWLSiVkAe4f4Z60hOQMqy9s3lzk1AqCfuR1R3UECB7FvqydE/QObpcfq9Z0xAGPUgk7RrIED99ZEcsEhPQA8EiXA2BkFAIHZheczbTEDMwuZymqcjQNZirJUEfUBAoAAdk0brRUDVCy6hueBWQAXVqiyCzFhAT9a1HN7eS0BRu2YRoJtYQKzkJrYQ9DtAaDYpFyz/U0BM7FFIbC86QPWGpkNOd1RAEo0YCys+UkCxb/FIFE5KQIx8z+EFNStA19aRPmP0OEBmrINTqzBRQKFWPaU511JAIUwVH6A9QUAYDc38+so6QJjStH0o+UBAsQPaB9VrVEBT+qKrgKNWQDXCpQy4R0ZAnDgJ2w+wT0AStu6FnztVQPNe6WJJBEFADZh6PRmFPEB94AVjAetUQLTWKpGbJUlA0JMiIiPOI0CoFj3Rlf9AQFKYfFUa0xtAalJn2Ux39j+PIpmxeb9VQMcQ9pTsNlhAfb28Jwz1V0AbspOaG0dSQJdPnd0jAkFArjz9zooOVEB1uRKYVStQQOqBSssHKkFAIoRKdH4fR0CxtYJWMotWQJdbvRzr3kdAtNWaw4wR8D+/WgOdH7pQQLo79yob8SdAjCX1MVg8NkDILnrnNxkpQPhTmp9YjVRAHTGaNpz3MEABMzJw2c9MQEKbMqoiBSBAFGY0i1QaJUDsg2IIrlhTQCR5ZxsmRk5AKn2JDbhMV0ATweXiSQBHQO/fT6b7bDdA50CaLJXFV0A45+crYy1SQMWb3BxZKkNAvKDbzz9gVkBbRTsoS6JOQCOCWwPYHUxALAeB+w7eKEC2IySWQolKQBRy2Hy39kJAgTbNAg7jQ0B+TmLcDglWQFNwzcxi51JAmmgh2ihlUECZEnDvz0VVQJ3BUVPrOjNAPeURXkgZLEB46EbqDY1SQJgHs3MeqzFA4+PxuJKqP0CHjWV5HP1CQMa7fFDbx05AjQRR9Id2KkBGf/EkCd1SQEO26KgnEURA+jZlMq9uQEBfCSD43p9SQIE9yVccn1ZA0wzsHJQLRUAlYX8iHiQ9QC09vlSx6VBAGD2BuDxlV0C2V+YsWDZTQGLS745WU0ZAkkf2+5UGQEDS0PKrgrlNQBOilOgNTkxAM8YeUtFgOkD/WTziNaxWQEhGGdCTdFBAlF6cAHVXVUC1yZfHzcJQQAtjFpmRDyVAM3IMcvpENkBj/mzSDiZHQHB58temvU1A3KURPDt8T0DVvPVVSZ1SQOpDQv79gRRAYSPg3GRaN0DTdODJEhhKQA4+9NiPqTBARk/16YkvRUDn0WaDFg8zQPW++wUS11JASR+a4rQYTEAm1A3XfxYaQCP8kCD7105AEfvgOmBlPUCAC74LU6pQQBzgUjn4rFJAiB44b4i1R0APi0b6UZwyQMeUc9N8mFBAPNdl8VJj6z+Nbpe/qX9VQMD2hke16lBAc6s9GMDPPUDi9zxbHKlYQKkOzlU3kT5Ay/kz1dK6WEAAzUxWfcRQQCK7P/d+UTlAICijxGIuSUD2tceOC90cQPLDO6izKFdA4UjSq7r6SUDHp5nxQ247QK4zGAg1iVRAiCe69Ber1T9JuFCMI0hAQOyrdd6ZHDJAg17b8racEEDT28DYJMBTQCQxgU9vpThA9UMlmXqFUkB8QEg66YdOQNkj2S7p8DNAEEdb89fKU0DkWxV2Uz04QNF9Ek87s1ZAmqoLQreVTkAoxz7ecNsuQJj+ZVvoZxZA+N5RMiYEE0A4gFbk2dRFQA/pfN2a6QRAlCmB4HUsSEAzwOol/MlRQOa5TArjjBRApuSnifRQTkBj5TQ7NWpWQNZYENqIVTtA8I41az8oTkBPx3Ugy307QPTSts9ow1hAGpkUpknKUkDUzPdmr/JQQG4VcfYh4CtAiC8cF8KIIUDZXBacooVTQA3SnWQDqi9Aw4lA/Mb9UkAAhl5pwnBFQMsizqpy6VdA7hyMliS8N0DRhk/5RDc1QIE+njG660RAVqa4AH1QIkBoW43q401XQAluPXp3rTNA6Wn1gdDKR0CBI/UtTiVYQEbE331PlFJANUUHNmfJT0AEpxMNxDdLQBtw5aOJlDJAXRgH8Z31TUD2oY8QX5E5QJjj7/hCGFdAJ6wuoaYkUkDeJXy518xMQPPh57XC0lRAzRmjh9CQQEB8vyG8O4MjQL2vPuvf+EdAMd2nEYmrV0B1RHaTRMs5QOm8/u34OD9AsrAAkNcUIkA84FQ2xN4SQD/T9tOp1U1Aok1vGeA/V0AzW40T6NBSQAE+lgn8/1dAx2XNTTZWF0AwEBVSQGP0P5epiLXHq0BAyzlffnBaVUCSwhU29lc/QFIO2Xf0XCFATqRZ9J68SECMqUIRE2RQQGox7zbY7lhANl0XhMJbR0A5tG11btBRQEDyBlhsy1FAY/imcR7lT0AyWaDpUqs1QNY2AAZXRlBAXw8ioxqPTkDW+LvVonoQQDEThS3cm0VAis9udZNgQkCMxGq0bxVRQL5DsXf2Fz1Ag9tRgxiiWEAMlYFMFYAwQP6/8/FK/1ZADR2MEkRZHEBCvZrYaV5QQPn+72D49UtA7PQkniTKQUBzd9wSGt9DQBLgCxQF2TtAFHl2PL01K0BhHWxyTrUzQKpPTIAG/EdA+4sMXf1GUUBI4M5tVtNRQBNVpN11zFBAnS/1e57rWEBqEisd8FYzQMIPvqbgNElAOLTCZDQgKkAyDS794H9TQHXLWws2okJADYpN5XFjNEC8HjXKOlhIQM3uXACU41hAb63IU0lHVUC29W7NzFhYQA77lrY00lNAOGzA1NdU/D9debyos35UQLV0DVGdRFZARP2oXNnrQEDAHzOcB8xCQAAuucGyXVRAYo6FqGq4SUCu0hF9tQotQKKI1yPuBSdARuJOvlsTTEAZdjUcCshUQD78XQ8Ui0pATiVLS8BCQUCSYxSYkxFXQCqML0ap3kdALztcYI9/PkC93IEovX9PQBGhyzt/401AvhphaofiQ0DyqIpTbnUgQNGTcSeDEjRACf1FdNLrUEDciIpWA3IeQApc5L1GUUFA/PffkD//GkDXOBYUC1xVQCuOZepGwj5AZgQqyYBmVEAaCCNIgr5WQIMTqsjW7TdAUq6mm8PxVkCEoSiWcUw2QL/KVMDtkFNAXXPZbC6XVUAIH14WSDhAQL8COKLOK0pAdcoYBp8RMEByd6KQtoxRQA+6iFPW/VhAnTQTWC+nQUCU7+BnvewFQPtZWynmMyBABe0BDU8MPUCma+cyURxIQD8zgrzPkkJA/YppFH4eO0C1jFzHCVdWQMrNuBQ8ylRAWsrWOLrgUEBPY+gnS/dXQIf0y/MEVkFAdu+Q6doHJ0DfQpuvMIEkQFoMwwyC0ClAU19SRNNlOEAXnljb3SU0QHixXuGWBTdAWsFDyxyS8j869COXzskqQCdKGo16DTpAr+80j9FIQ0As7Lp2G8xHQBmW3jqbPVRAnNqS6LSUMUBmKhcwrdgzQOpSAsl8FkJAHBVdNjtCV0BwAFs/Nh9OQGWYtPfsHDtAz0KePG7lVEBzqpuPtWFSQBONhTDtvDJAOkr/jQ9YQEBWWVwo7kgkQIsLXjPmSDBAIInozJvKU0Dx9yq6IKROQJvyDApczEtAEUdCUWBCWECss7JWwRFPQPDTvoCAg01AhxLVEcQPNEBvVe4zmKhUQNRAcH2N+lRAVLphqGh7SUBc+aECqcBJQC6FU8jFS0pAKl8eh3hoV0Aj48qpJ2cOQDurAvlrA0NAbgKBSMCGTEDAUGv0EExMQPlX1a2Zp1JA1njBvGaPWEDgZqraeG3RP9x5le+FfxBAhMA+OEDUUEAa1hjwORJSQIEpfdsDUUJApPoCwNUZRkCD3vjlT7M2QNcKduiCslNA5p6GawT6VUDHpBqZPhpXQEZPct2HvUhArL898p0XU0CImBw9VxcsQIZhHCM8klJAAC3sLup4VUBgn7SiueRUQPlbmuB4pVRAdTklbDIrUkC4rTeIqipCQMdp40/RHTJA0WW0R8kNNUCUgUh5iNMhQB7BU2MlSzlAPXwwmrJXRUDmYGArzoRQQOxKi4+/iDhA5C4RSr7IUkDaGPa14M4TQIkpbWHvhDpAQGyyf2BmU0CCiOefMXJNQPjx0jzwTEtAK/Md+Vh5R0Ca8GeVV5pBQCq8vZr6OTNAyERt7V1RUkDtV1J1qIsZQIDCkc9cDShASYU6My/TIEAAKiHBdaY/QIPd+wL6O1RAmMOF8/zWUEBbvUwdl5w0QBThhlIZEk1ARGTCFwvvTkC0RvhqKxsxQFg2gqB+qUdAOB6EHe/j0T+/xrHHelxBQJoyvcLwKx5AXhZxuW8oKkBJVBn10YhFQPgeXeN0N0pALYh43hLfQEAQu3iT239XQOwrGZmlU0VAymQxLAu5NEAqpFXU1oVFQBm7j91IUTZAPOhcugVI8j/jvWqeEX0nQMBBFL6WyihA7F2fBoENVEDSP6QnxhUxQH9NoWBG6jpA5XZZu5daUkCaJogNKrAYQCjfFP3D/EhAFjXz3YKRJkDq4INzW21RQMe5CSXzt09AKsFVfUgORUDVBDy03PZNQO2h6RCY+UZAoTYCbCA2SUBOp/84e6hVQHFlOirOQVdAL9ecBwhMSUB+LetRW2RKQNaYuWmP5T5AddwGRWRDQEAMP6fXkdlAQLZ4uNCh30lA1M0yUirFSECYZWphrzRSQEY23mL9Fh1AD//bKUNNT0CK78C4VMNVQF4RceyHwlZAVM4jE/gtSUBY4o4l0LxQQGUpGh0961NAcDPbyBTjU0Bss+fDQG8zQBX+/SiLEVVAGmC4nXJVAkDqZtHMSM0wQFLZSOFK/EFA1VJjKh/aWEDgDqbTm3ZSQEAEu5cVlTtAaEdT2mApS0Ag/+/QQDNVQMlm2Myr80JAT5swBv1+UEC9DYyKu+BEQIW+HBw9uFZAFhAuZMCLLEAZJw6mmzdNQJvRbYES+EBAp5SFRfhKPkBLAYq5C9dSQAiXSPEjdR9ApNlJ29HoQ0Dm4GWebBFYQKyBZPkZkfk/+gVNAZ6RCECK06B/NUpSQEwSZEMqiek/sqqeC7ejNkCim5byhZVDQA4oh24grCRA4bQOjwnlU0DXMun3EXdUQOXh7Fl52zlAXDIQqSOfU0AFSXNqBWRBQOnizl4870NAv+BvSE7lU0Bz3cQv2O1YQMV0OVH8JlhAlujut2jkUkBVwYU46MJSQL8Wi3nX+FNAUjJLlxit+T/fgEmJKPM7QObzd3pLbCxAbjiEds8dKUBLbUoXFTYpQPoT7zZoXTZAnrLLl6qbUUDLncJcCXM/QKLo7jS93kJAipSmdVwAJ0BKOOdnFrJIQITgk0FdmlJAsPmm0+K/UEBvvElIIP9XQNTOlUBBClBACHM3G6lHI0Bf0TZ0RXBXQOgznYKReFFA6+6dJnimQUDtnzjuJCVKQEIlV672jzBAcP31tg+dTEC8HJxOBVAkQOzmOmN//kJAZKDDTRy2UUDER0Vk/EtTQBXwwx6qpVNAP9ibFXdzV0DVDYjg1GM4QNwkVgp6LCJAMpT8hIbMTECQLp7huL86QGOwbtZ3DlFAWlARVo2wL0BYVcVBCE9DQDVqGZrktjBAr2PtZq1OKUDNsavmpu5SQMMegsIfHU5A7T6Pb1shQ0AKDrP0jXswQFwx73qO4htAlSHzOfr0LEADuoyEqyZRQItVGqkH1k5ADzmzye9+UUD9eIsBWGlSQCPga4yy51JA/8ms2/1NQ0AbJyMdEp5LQISfLsjtKk9AkpqNPSyYVUC4B84pekpQQGeqDVhSa1dAMwllWILNVkCgpo+gXKtBQJjct/5sUU1AdlIWsmGML0DKkgKPbT9HQCM9DDhMR0pAB6V9mBvTRUCiDAlQrA4tQNZrihV1UFRARRxmNUSMUUAHai3l+V9CQLpM1T9wAA5ATtYOrRmiV0C/yUFkwMk+QKRXcT35CkNA9YSFL6yHUkCWSYqUSVVIQITuxvJvVEFA7rA9MtslVkDim8OLeKkvQN73LBaK3yNAv0GJhMvCLEB1NKBLxkRSQH+CESGiY0BA+JeLaUhvA0Dg9OyxizI8QMakp3QlSzNAynvgfugTSUDFSSkLN5BTQFkwODEogFFAU9m+BaJwV0CCwiAmOQQkQGIt/rRE9DFA93lQ251GVkC7mnNCgnRRQKstQ9QhF0NAAmz7thQ6G0BU14ra1UpFQNpmGdMBN0xAz+vOBcmoV0CXao9pZQ5IQCb97Ftf9FVAN7lpLzedU0BGHXtj3UcWQErJOwF16FJA37ciTadBNkAqgLLQZUZOQMm1tiHTlFRAHPxLx3SsUkA5naGekGlSQOnOkcch6VRANUg1MM2sSkDV5IJcldo0QIVbSWzgeEdALBfrXhKzUUAF7UX9JdRXQAkBO7XP90BAbivqi1ZMTUB839QaUrNVQBMXmT6yUlZAiCK5QcsuTUAsZKKC/VFRQKppbAoRejRA8TofsxC2VUCvMUVR6U1VQPro6drPUP4/go6TzW7nMEBarsFDNelRQMLFblUsWUxAGZw9f6SuHEAfmcSNq8w5QFNLlvJlJ1JAfbojTHaHSkBpJ7jH5R8nQJdyPyPvXlhARVrtscoNUkB5y2VLhzZCQOho/hZPAzJAxOamXy/2JkChkFl5YLZQQADZfd0gE6A/rvoe/iDWAECBaGbJ2E1SQFiB3GyVBUNAltIVsBIjRkAPaCKWS5JTQHQnt/Y3s0NADEqO4jx7T0CqgslyAm8tQMAafjzTA05AiwaBFEFDTEAkQrXdbD0dQCqP+F+6nVRAQnenL4mgGEDu8aZx9t5QQGtH+0q/zjJAeipsyEnyKUAenIw93+nxPzpii8gS7z5AIeqOdorsTUCTROz4JVpWQLTSXe0Y4kFAkqej4YJHQkAkXDjo5a4VQKRFhiElA1RAk3HXO1VDE0DoYOnSUs9RQCSUmZOeC1JA5iR6eXMKSkBv83FMOEZMQCGBNREq4CVAaGwoFEedRkCftuulRxxTQCovdOMAslBA9YyETWTkS0ATxcWmpwwnQBgKShfde1hAgJ6G8byFQUD4WMR3bKtUQCYQZF+qpU9Axiy01JE2LkBErfnLjUNKQF4JzrZIiVdAQgPqeTT4VUDBJCDxkzBTQPMihQiscCdAVpK5QPPGT0Bms/BJpN9UQAs85hwOvzlAwqbpCY7RLUDaERxUM8MqQMrs2WYmdEFAVpcgX6toUECIdKiXfsJDQDdikDU6UlRAvPEdqbcqQUD/xyeSv9wuQIw3MNIexlJAzUzJ0a4APkBgFPDI04T6P8NSmew9N1RATegCqozRVEAKN1f6ZyBQQJgBfqSCtUVAR1n8Gb78CkDprP7SjpRWQOT4LBWrYDxAxt/CusUROEDfMKe9Rd1NQDJwH1rjVE1AH2KjWHqYQEAK+dY+Ad85QI99ax6dBEdA+p+jjnKi+T8taVcO/ZRNQIsOzy+iZkBA3Ef2kQUyUEBm7DmAXP03QF7uXyG3uylA6EoPe/n5JkCyeOnxs29OQPDR2AdGBVRAW+FXvbsHU0DsF9ZBtnxDQLAs3jcwMUhAlpZLuNHVVkDCnBCCTUwyQIJ2JFqpADJAvEQGLw/wUUB+v1K/S+hVQCxIP3GYPzxATO2ptdseUEAsc1kRskxKQK9e9L5YRhhAmCg0v7VFV0B1pwmmNmpXQH2FLGj3iCtAChXTHsKTV0BxcqGOfwJTQHYPkrDKjFFATb80E7qqQUCgeI2Z4+FXQF/IdqijyhhAtWJ5nyOrREA19hPPvOoxQPYE/ygE/UpAj6Hci7XANUDttApW5oJVQBj6EuP5MVFAfL+P/bRwT0A3Vr5FH18iQD9XZwUDpjRAphDTjVFcWED5Z1W/yp1LQDVAP9tawiZAmLEGIKX7UkA3s6a79SJAQLBQPMRa4UJAIg0O0+DrV0D49N73lmpSQB7FoTDtuDVAPLVihFiuVUB8rhV0P147QC+jPN9KKDpAZhwYyAFxR0CBRTqG+q9IQDnx5NFhfT1AsNAxt+XaKEBUep9jdgBGQFIcQWPkGRVAdklZcGv+R0APs/yixeRLQP9IKKQHeE5AYpA6koZAV0DkYbRR5u4+QBJVaSXHmFFAYgYY7dog+T/5CCf3bkhAQBnW+BqtsjRArReYbAcJP0BAT9EbWz5XQCRxONtCmEtAInbl/Pb9TEDQRzILiq1SQJGhWo0cw1JAxC0zmrUWT0Dk3L9wHB5QQHvPGRfLIFJA4ItfQPiNPkDMairUgf5AQBGdRBSRpjBAVDYDAQsoOEDNcMXPVoVWQBLJ0vdV1DJAW0QXVJRFMkDZBVStK3BVQDB6zcNJoVZAQLfMo0DJR0C1EIapW29QQO7d/t1C5k1AypQDPiZKJ0An8FhSIrZEQAAhhiDP9CtAn6FpRcZhVkBeffdINFlKQFJ5EoI29yBAjVVMs0T6U0ABA1z553Q7QOHWAkvZ9E1AB9KDG1DUR0Dq5nEhbkFWQBoK+kOSM09AZimxJm8WJ0CEVAuMrE5AQNK6ymtvOxlAarKGcHM3RkAEfpvinadDQGu0Q34R1UBAML5DUV5QV0CAg3J9qTdKQEKksougFFVAMi7tXGMPVUDTTl4D+q9JQELf5vioIDVATiv0JwuRUkDm64yu8RFXQM390AR77ztALOoI8fWZU0Ao+c2w86BIQEqi6IujFDhA/v9S0AwtJEDPrwvX/B9WQDmUdjJd5RlAdp7LT2LhVEBE4RfpBAU9QKNxbDZmu1BAIdJqhr3JU0D7oYfnUatWQECbwQeMW0pA0GKxDHuBVUDmZ8V+EMhBQC5EznCkXElAbxcVxkGtT0Av5/PZEEIjQKWu5gtzL0BAuLOJY/zVUkD+3ORb1CtXQHf0WcdW0xtAxrXqVrueO0DHheWaajVIQE/WF8EG3VVA618S/wBEQUCBHtTpbUY6QBBNDwceJlBAVWmqHyhBSUAlm9F5ChdUQDxy6X9nsVBAeT1lg4OGIUATIev/W8tVQIzgmPq/hlJAokhMe6dWREC7OkxtWsNRQBDVbb6PSkpA0flWVCa4QUB0WEDUFs1BQMhsTOO1ZQZAItTmSeu6VEC0n5vvGUE4QOYAXI/7N0ZANKEfTms0T0CtsWpsGMogQIExnRRFXlVAYJ6T+5FfJEDstyv7khVXQFr3X9xRix9AvToSSc8/U0ABblj5QVJQQHQBVPwin0ZAMXWuqxyfIEBRfWHe2SY9QP47ptHVylFA5BP83bm5TUDwTBoENZZAQE63WKAg6UZAkaqCCJcAUkD3NGGPCStMQGLario6wzVAk7jGRvUuV0DF77HxuBk8QEE/jRIcjRNAzLUj9Zs6WEBJe5/Itu0pQAuVd4V6mUtACN6I4wNnUUAqtUBQ3lwgQHLBot+wbFhAu3GQA/DFVEDAkPar8uVAQC6eBC2b8xhA/kGwfwJ0MEA6bXxRhG5VQEy7j89KC0dAKqwtM/TUVEAQ1uyFpVRJQO/69kHavDJA8GrVv0C5wD+2AvcjORcwQP84wNE8+ldAQ5f7WeEwUUAOM5VOeGZTQPF3IIa2A1VAuy54KO0iVkAZ0mWciedSQOMCOhEH0SVAl/iTMVk7TUCqY3UZKd5NQItO+ZOKlU5AXDk8div9LEA043XU5iYyQDhZKQC0dBVAt+bOc4ppU0AsDVhW87omQHrd1gfhjEtAkbRDfGUmM0DACCRSFTNTQCytWFP8cFFAvJvAtzP/U0CI53TjGj8+QJ0xsh/RpFhAceHFsCzOVUDlK9npDkFJQEbC+vDbyENADJSYZQN/SUAZUMsDcSo9QGGO0CnuPURATfnRb7vOR0CENPTeb4o1QJ1psoGXM0NAtEiOntegL0B4KYMF/aVSQPu3vkMttjxAjff/TqbnTECnZnIlZfVTQN+hMsUR/jRAD5aDMdhZNkAdiTnNT/k5QP2yY/CiDC9A+OgWfUyzMEA1/4apxeVQQH7aAGc/JVNAA5uMpxDxQkCQO3Y0veBQQCJ2V1xcHVJAwSWFUMZRUkALu3CJfPMwQKUoRFfDwlRA/gUKkbRLRED6il+TztERQK8HSWt9QVhAfkIme/YDT0BH/1ICZMJWQEgAWdI351dA7a1h0F6fTUBPagUNmchUQKISDE7vslFArN4QJDOLQED8neesqkhMQCKuHFw2G1VA41rlk45vWEAsozPqw+QqQLYW/BdxBVNAFSVXptjaRUAFSV08R3hPQLpC9kulAylA2If+v5/CQUCJnjA7NS9UQBD2D6UTZ1dAY2IXJP7OTUD0KujGzl8mQENllaekwlhAVTUaNQ/dMEBiW98lcqAkQExiaCQeJVBAXEmVazZLTEBnq9iPN0pRQJs+rcOC0S5AOV2Ne5boUUAK/lSmczwuQATqqH+g01ZAE7t3S1KIVUDXEiM0y9ZSQKqRMRoXa1FAOL+bxak/NEB0SvenxdpYQKlqgoHVQ1ZA0dCwd01IE0A5U2KHK0ZFQMbd60bUe0JAE4gZq8ewTkCWA9NGipQSQAucn6koFjZA+ZPxj3VaV0BWLLG9oPBNQHBwbQcqy0tA32+moxkES0C5Tz9OoeVNQH9W/jPon1BAFYnk4rCgU0Bqpr0URzlVQIh9NixYOzxAH9DqnHFdTEDSAuzFWYpFQHhSgocQ0FJABWydgqAKFED/A9Wj2cY9QGPFwkhI2FJAOJi68NwAI0DoSZqD3TbkPzxqmxPaFiZAbtBZ75U0R0Bxr2k2OahDQGPl9GTbZzdAvfIOTuPpFkDEAPnwDrwxQJ+QkXzkUlZAc4atxm3oM0C9S14tYLInQNcZvuzLLQ9ABv2fgdmELkD6VqpcoVVHQFgofI9dFFdAPQkAILU5RkAcKcaZceY6QC8lkUaVYiJA/0Qgr8laPEDlgIS+ukVBQIqpbeOh2DVAn4niQFGnSUADCEu3YtI7QK4vYGsx+lhAK6KeF+skEkAyl1t7u2I5QHSM6bJUyURAfQMRtxCCWECIcZUlxqtEQHWi01mfFkdAXzR0rE1jTkCjNkfF93ZIQHpI4doH7U1AIC8dAe0BWEDDqYmV2d1IQNT5kkbQWFNAfmvIsi7ME0BoklUE4ZIJQBEHw4yc0ERA+bzwhtOKM0DFMzcz8SJJQPU+BiNYXUNAoHcLXNhfM0B63idTgA5WQGhe4MR5M1FAnAP/KsfaQUDw7HOloTRDQA492hcI9lNAevfTC3hjSEAEYJpBYPtBQAoF1jDvURlAwssNyTBzKUCBYFthcwIqQJJ/Cs2io1NAqsarNmenU0Djoo4fdBU/QJzKDwRqtEpAuPoAofs2REAwJQJFO3NQQLZJlSKkZVRAkNyYUrqwNkDddthJXf9JQPfAb9coeD9AZH5NWbhqUUABDlQsSvJQQKvrKCCiLyxA9ol1NZ4ASkCzo2l8sdBUQAyufVVCrk5AEdQMyBBjGEABXZXYi55JQD0qkoPtp1BANj14Vyn2L0AVmy0lBVtOQFhTWdKHulFAwPaWBsRjTkDREjX5fABUQEn+XjPYEERAjTf0h+KJPEAz0xEWUeRUQOic83c0bTVAkg5Wg245H0B4dee0XpdNQEErqN9sIk9AZ7cqF98AT0DIsjEQLj4wQCuKWsWeN1ZAiQXtMu0iWECX70Mv9dNXQArUdU3xzU1Aouo/UU7JWED1rqo/w81TQOw31RqV6FVAWhWHJHrxRUBWh9Y5DYA8QMGEcfBU/FVAlCX5W9RqR0D0Sz9ZQwBIQIV+7YxD+jZA27bKGK0cV0CuB0ofG8JHQC6y9ReJWEpA0+CA9OlKSEBMnTyUaY1OQJDsgVDW40pAToQ/yo72E0AsmWZ+LmlKQO88Fihj5VVAzqesmfNhU0BGTC5b1eZMQFodri/o9VhAHi8xlzXIU0B+TLb9LbFIQBeVavxy91FA8NjEpnTgREAKnNaBagUyQBXqXaWabkVAfXoNgmejUEBhsrGRrmRPQF5LvQPmEVJAbSVHscBjU0DerCJMIU1BQNB9GHPRI0hA9AniAvnNKUC9+3F3oDpHQM7kJcR6LhlAuF/ndrGZREAbiVL8TS1IQKQIlOgkVUBADH75nz0EQUAHhHpd6lxFQP8VSz1yi1VA45+85XsJBEBo5dpb4og9QKa4exC1QDxA32siWKVkJkDpFTbDqsQyQCSQ4cDHjExAejUnQbuvS0BFWMKVDDtCQHi3ewOGaVZAjIxVb5qVE0AIblNpN9xRQNVuaGXRdktAt3H+flzQS0DiQk2DxvZFQMtJNLewBkZAM7vVvEXPUEDv6cj7p9VNQIYsSzHG30RAiBHyg97dV0CaHIbUP/QjQPG6nBaTC0BAQsnEIQJxQ0CkjYSUC+FEQMm/cVWF90BAGYcCsi0aVUDWIGFmtG36P3Ao9TYF3FFATNUX2Bu+MkCqnCIca4lUQMulWeMi3TJAPp8zsoArR0D78djzSr1WQGu51HZtZlFA54xcEqTLTECT87BGEOVAQEjfF8YpIldAhmmp+wAwJkCbJvaYsbhUQD0eybOXTzlAtG538srZMkCL1SW+V0xRQBbgpCVHuEZAsgMksTmt+j+4V05YEHBBQImU7kT3dFVAMt+ScRwbTkCy4e2ewncnQNkE14kxcUdAmLTW16vZQkAylj6D2iEzQL3MDib9q1RAXYOAeEnGVEDHvsEkgOA6QAERNPCGLUZARxYd+nygSUCWKy8Zo/xKQJU5+w2mPEdAgYIF0wxtLUCJz/Sm+1hWQGEVz2V67UhAY3bFfLefPECxIL7VJ6hLQI31CuKsblBAMNkpC7woQkDIn2p4gjtWQA69N0QcSCxAzAqqKOcMU0BGVrJwaFFNQMT7WUfuOhNAOwTKv8ZcVUBaVtoBa4pDQMNrSF4KzFRAe28YHl4qVUBCluNC4DklQF3HHM/TwFVAl7pjcoXHWECQu6QdIog3QIgbGe25+1VAqkMJRZK/TECsA3ijhypCQFob48si/ExARs0NoxWJUkD7Ogg9gZRWQPtCwhIJ8E5AWPPEdVoiTkAeDisKgLZJQE/zIATKs1FAeXqI4lPSTkADCAJkpydKQMskt4nZriNABocKqbu2LUCykd7KsBg9QITC0IWblVdAjHqFW8ZoU0CSZbTFUo4RQOJCzdlVCzNAuSrQNJSIDUDLtg6oa0hUQDYnj72KcVdAdEOckJ3OS0CJka3p5rFWQK2m4i9eVk5Azx9uFyXFR0DqSjrjCkhLQKQMW1o9hEhAGofhjmyUJECVIqh50h5SQKcZiuSWhj9AVl5ScOb4U0D47Z0jEf4lQBRQkwVOOUJA4J74V8S2SECcT1WbTONNQJqtlOA/shJAySgdwoFZVECfGCYPyVUSQOgI/DGTek5Aw9HYGjsdWECbT1fnx2UnQMbyN+tQrjhAJ7f40HFrVkCDF9PoUr1WQMY4j+zzSD5AnjMIxEW4SkDp8vFRgANAQF/MrM3mmVVAVDFbWdUqWEAacf8MyLpHQATMogj3OUBA4twY5wvrUkDonNtOhV5GQGSnmBwaND5AcCLbVXLgOEA/OjLZGiYyQBBaExBYmwVAjG6iLRltREAYswz5aqY4QBCzK4X8ylZAq1AvhQlLTEAbMPGEdksoQIZNa/Ue20FA0EYtd74DPkBInTcLwrxSQNaDhhMfB1FA9Y36RcupVkBMIVkBboxDQJ7d5u+V4EpAdKL4a02IKUDVqDyIFIc2QJvKdvVrFjtAsAyCk8LEVEDOWSB5dThKQP/hdAt9XUJAY7E/B7NySUChidMwraU/QPhe/THWpEdAEjRS+Ob8RkAOqVMmyPJGQPJk4CNsdEFAT4sqVPSrSkA+Xz1Kx0RUQHY5y2Oj4lVA4T9ajJleQECXHjglFnJNQPQmWLYtl0JAak1tBabbRECa/WlpBodYQLc049kWnC1AUG7KM8f5GkAD5LayG2w3QAOblovmtVJAmyJl6N/AV0ALclkH1XxCQHfoJfAvqztAVnyCSP+JUkAsnWCDAklBQI64ajjhO0RARZ30An+gEECDvspFICVTQJMsx7ykalJAHmTw0BodU0BOp6OQGedOQBd8odveUVdAXeeaxrvGV0CUHsrK6mIcQBT+L9VYelRAOymlsbYwSUBS03Dy1y1JQEwFwabB8hZAxNYajk2OQ0B3q7Ethw4yQDB0bTtEszpAh7zJG9a5MEBNV5x3xR1KQH1hVyEwpFNAE0gIAp4GV0CIV+tBQQ9WQNPIcVJ2flNAXXlDmPAwVUCxn+Jkc0VVQNOJ66kFjlNAPXW8dYW+V0APBuY+OI8/QApeavCH80tA0xX/hL/cVUDqw1h2I9NRQHqJAYK9zlVA4/mEaSlQVkDtZZQjPlhRQKXN484EvUNA7zVYCbmGUEBIyyKSta9FQPBSIFiV/khAz2Azf0eKUUAqOBt6IcUQQEIPVKKf+kJAZWgUdmbZV0DMtejwdlc4QBNV2zCMeERAeB9WbRR+MUC3DjxXjSA4QBQWJWPvk1FA3qb5L9TjRUBxw5iy/PxRQAzP1EAq9D9AaFogb8NeQkBkS2QSLvlTQIxid+f81jJALGIM50ZkIkDcMlfGzjBXQBC0fhZN4VJAfXYbD+9dRkBTFMR+HNBFQBKZU3OCF1BAik7XPWTBU0BPi+7DO0U5QA4GUys6byJACgKtEuAAUEDhDmJeSypIQKveck1O4yFAbLaZTfnfVUC9cge7E1ggQNFawvEeEVNAK9wXl0xsWECmKibF3IxRQDqzViX8sCtA7ETlIwfbUkD7W8MJQAdRQGaKgabE5zZAlPimxjhkUEBUnb8SslJGQHT48FOa/D5AFshhfSM/SECCqXCgMlxJQFPrL6JZfDNA/s1ifczdIUDrXAnkj0AyQGYPld2MT1RAbf47vIb9TUBKv1RtY6P0Pxh7GBZQHilADZV2jBewWEDQa3hLtXY+QHjOkeNyGDFAhfaOfPtkLEDo8KpOD1EzQCTRmMFfw1RAwXdAWiOCTEAWhati144bQO0A4AxpAkNAy9AzQMk6OEB2ZpHjC35WQCdLflM/609Aw0HarheeUUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"5248\"},\"selection_policy\":{\"id\":\"5247\"}},\"id\":\"4964\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4934\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"5247\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4923\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"4964\"}},\"id\":\"4968\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"5248\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5014\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4921\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4972\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4944\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null},\"id\":\"4943\",\"type\":\"TapTool\"},{\"attributes\":{\"data_source\":{\"id\":\"4964\"},\"glyph\":{\"id\":\"4965\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4966\"},\"selection_glyph\":null,\"view\":{\"id\":\"4968\"}},\"id\":\"4967\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4940\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"4951\"}},\"id\":\"4946\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"4949\"}},\"id\":\"4941\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4938\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"4939\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"4930\",\"type\":\"BasicTicker\"},{\"attributes\":{\"toolbar\":{\"id\":\"5663\"},\"toolbar_location\":\"above\"},\"id\":\"5664\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"axis\":{\"id\":\"4929\"},\"ticker\":null},\"id\":\"4932\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"4950\"}},\"id\":\"4947\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"4942\",\"type\":\"ResetTool\"},{\"attributes\":{\"formatter\":{\"id\":\"5239\"},\"ticker\":{\"id\":\"4934\"}},\"id\":\"4933\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"4948\"}},\"id\":\"4945\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"4970\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"5665\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"48708bd1-a8be-489e-a6e8-521d2b66f749\",\"root_ids\":[\"5665\"],\"roots\":{\"5665\":\"6660ec2a-e66d-4523-8638-40661824c04b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "5665"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#示例二\n",
    "import numpy as np\n",
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
